diff --git a/.gitignore b/.gitignore index 868b4c3..8c88988 100755 --- a/.gitignore +++ b/.gitignore @@ -5,15 +5,3 @@ env/ venv/ ENV/ **.pyc - -# Custom files for analysis -inputs/* -outputs/* -load_profiles/* -electric_rates/* - - -# Notebooks, except example/templates -*.ipynb -!single_scenario_example.ipynb -!multi_scenario_example.ipynb diff --git a/chp_v3_endpoint.ipynb b/chp_v3_endpoint.ipynb new file mode 100644 index 0000000..a6def93 --- /dev/null +++ b/chp_v3_endpoint.ipynb @@ -0,0 +1,1731 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run a REopt API evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = 'uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC' # REPLACE WITH YOUR API KEY" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load a previously saved API response .json file instead of running REopt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "response_json = 'results'\n", + "with open(os.path.join(outputs_path, response_json + '.json'), 'rb') as handle:\n", + " api_response = json.load(handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scenario Inputs (POST), if wanting to do a new API call" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "post_1 = {\n", + " \"Site\": {\n", + " \"latitude\": 37.78,\n", + " \"longitude\": -122.45\n", + " },\n", + " \"ElectricLoad\": {\n", + " \"doe_reference_name\": \"Hospital\"\n", + " },\n", + " \"ElectricTariff\": {\n", + " \"blended_annual_energy_rate\": 0.1,\n", + " \"blended_annual_demand_rate\": 10\n", + " },\n", + " \"SpaceHeatingLoad\": {\n", + " \"doe_reference_name\": \"Hospital\"\n", + " },\n", + " \"DomesticHotWaterLoad\": {\n", + " \"doe_reference_name\": \"Hospital\"\n", + " },\n", + " \"ExistingBoiler\": {\n", + " \"fuel_cost_per_mmbtu\": 10.0,\n", + " \"production_type\": \"steam\"\n", + " },\n", + " \"CHP\": {\n", + " \"fuel_cost_per_mmbtu\": 10.0,\n", + " \"om_cost_per_kwh\": 0.0123,\n", + " },\n", + " \"PV\": {\n", + " \"max_kw\": 0\n", + " }, \n", + " \"ElectricStorage\": {\n", + " \"max_kwh\": 0,\n", + " \"max_kw\": 0\n", + " } \n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Site': {'latitude': 37.78, 'longitude': -122.45},\n", + " 'ElectricLoad': {'doe_reference_name': 'Hospital'},\n", + " 'ElectricTariff': {'blended_annual_energy_rate': 0.1,\n", + " 'blended_annual_demand_rate': 10},\n", + " 'SpaceHeatingLoad': {'doe_reference_name': 'Hospital'},\n", + " 'DomesticHotWaterLoad': {'doe_reference_name': 'Hospital'},\n", + " 'ExistingBoiler': {'fuel_cost_per_mmbtu': 10.0, 'production_type': 'steam'},\n", + " 'CHP': {'fuel_cost_per_mmbtu': 10.0, 'om_cost_per_kwh': 0.0123},\n", + " 'PV': {'max_kw': 0},\n", + " 'ElectricStorage': {'max_kwh': 0, 'max_kw': 0}}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "post_1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load in a custom electric rate generated from https://reopt.nrel.gov/tool/custom_tariffs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "load_electric_rate = \"PGE_E20\"\n", + "with open(os.path.join(rates_path, load_electric_rate + \".json\"), 'r') as fp:\n", + " rate_1 = json.load(fp)\n", + "post_1[\"Scenario\"][\"Site\"][\"ElectricTariff\"][\"urdb_response\"] = rate_1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the POST to a .json file for sharing or future loading in" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert python dictionary post into json and save to a .json file\n", + "post_save = post_1\n", + "post_name = \"post_1\"\n", + "with open(os.path.join(inputs_path, post_name + \".json\"), 'w') as fp:\n", + " json.dump(post_save, fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Or load in a saved .json file for the inputs/POST" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "load_post = \"gui_inputs\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_1 = json.load(fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST and poll (periodic GET request) the API to GET a new result, if not loading in a previous response. This may take a while!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note, the `api_url` in the `get_api_results` function below calls the **production server** hosted API (master/main branch/version, publicly accessible)\n", + "\n", + "#### For calling a locally-hosted (localhost) API, see:\n", + "- https://github.com/NREL/REopt_Lite_API/wiki/localhost-URLs-for-calling-locally-hosted-API\n", + "\n", + "#### For calling an API hosted on an NREL-internal server (only NREL users can access this), see:\n", + "- https://github.nrel.gov/REopt/API_scripts/wiki/API-URLs-for-NREL-internal-servers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://host.docker.internal:8000/dev/job/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC.\n", + "main INFO Polling http://host.docker.internal:8000/dev/job/cd51eaac-0aba-4dde-93c9-8e181288e1af/results/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/chp_basic_results.json\n" + ] + } + ], + "source": [ + "outputs_file_name = \"chp_basic_results\"\n", + "#root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", + "root_url = \"http://host.docker.internal:8000/dev\"\n", + "#TODO get the run_uuid from the initial POST in case the poller times out after so many GET requests (won't give back api_response)\n", + "api_response = get_api_results(post=post_1, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(outputs_path, outputs_file_name + \".json\"), \n", + " run_id=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'info': 'When using doe_reference_name or blended_doe_reference_names for ElectricLoad the year is set to 2017 because the DoE load profiles start on a Sunday.'}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"messages\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.10/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "#run_uuid = api_response[\"run_uuid\"]\n", + "results_url = \"https://developer.nrel.gov/api/reopt/dev/help/?api_key=\" + API_KEY\n", + "# results_url = root_url + '/job/' + run_uuid + '/results/?api_key=' + API_KEY\n", + "#results_url = root_url + '/job/' + run_uuid + '/proforma/?api_key=' + API_KEY\n", + "#results_url = root_url + 'job/inputs/?api_key=' + API_KEY\n", + "resp = requests.get(url=results_url, verify=False)\n", + "api_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'fuel_cost_per_mmbtu': [10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 10.0,\n", + " 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'electric_efficiency_half_load': None,\n", + " 'electric_efficiency_full_load': None,\n", + " 'min_turn_down_fraction': None,\n", + " 'thermal_efficiency_full_load': None,\n", + " 'thermal_efficiency_half_load': None,\n", + " 'min_allowable_kw': None,\n", + " 'max_kw': None,\n", + " 'cooling_thermal_factor': None,\n", + " 'unavailability_periods': None,\n", + " 'size_class': None,\n", + " 'min_kw': 0.0,\n", + " 'fuel_type': 'natural_gas',\n", + " 'om_cost_per_kw': 0.0,\n", + " 'om_cost_per_hr_per_kw_rated': 0.0,\n", + " 'supplementary_firing_capital_cost_per_kw': 150.0,\n", + " 'supplementary_firing_max_steam_ratio': 1.0,\n", + " 'supplementary_firing_efficiency': 0.92,\n", + " 'standby_rate_per_kw_per_month': 0.0,\n", + " 'reduces_demand_charges': True,\n", + " 'can_supply_steam_turbine': False,\n", + " 'macrs_option_years': 0,\n", + " 'macrs_bonus_fraction': 1.0,\n", + " 'macrs_itc_reduction': 0.5,\n", + " 'federal_itc_fraction': 0.1,\n", + " 'federal_rebate_per_kw': 0.0,\n", + " 'state_ibi_fraction': 0.0,\n", + " 'state_ibi_max': 10000000000.0,\n", + " 'state_rebate_per_kw': 0.0,\n", + " 'state_rebate_max': 10000000000.0,\n", + " 'utility_ibi_fraction': 0.0,\n", + " 'utility_ibi_max': 10000000000.0,\n", + " 'utility_rebate_per_kw': 0.0,\n", + " 'utility_rebate_max': 10000000000.0,\n", + " 'production_incentive_per_kwh': 0.0,\n", + " 'production_incentive_max_benefit': 1000000000.0,\n", + " 'production_incentive_years': 0,\n", + " 'production_incentive_max_kw': 0.0,\n", + " 'can_net_meter': False,\n", + " 'can_wholesale': False,\n", + " 'can_export_beyond_nem_limit': False,\n", + " 'can_curtail': False,\n", + " 'fuel_renewable_energy_fraction': 0.0,\n", + " 'emissions_factor_lb_CO2_per_mmbtu': 116.9,\n", + " 'emissions_factor_lb_NOx_per_mmbtu': 0.09139,\n", + " 'emissions_factor_lb_SO2_per_mmbtu': 0.000578592,\n", + " 'emissions_factor_lb_PM25_per_mmbtu': 0.007328833}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"inputs\"][\"CHP\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get summary of results" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = 0.0\n", + "Capital Cost, Net ($) = 0.0\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'CHP'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [16]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGHP Heat Pump Capacity (ton) = \u001b[39m\u001b[38;5;124m\"\u001b[39m, api_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moutputs\u001b[39m\u001b[38;5;124m\"\u001b[39m][tech][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mghpghx_chosen_outputs\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpeak_combined_heatpump_thermal_ton\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# PV and Storage are considered if the POST does not explicitly make max_[size] == 0\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m size_name_value \u001b[38;5;129;01min\u001b[39;00m [(key, val) \u001b[38;5;28;01mfor\u001b[39;00m key, val \u001b[38;5;129;01min\u001b[39;00m \u001b[43mapi_response\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43moutputs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43mtech\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mitems() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m key]:\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28mprint\u001b[39m(tech \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m size_name_value[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m = \u001b[39m\u001b[38;5;124m\"\u001b[39m, size_name_value[\u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m tech \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPV\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mElectricStorage\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;129;01mand\u001b[39;00m (post_1[tech][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_kw\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m0.0\u001b[39m):\n", + "\u001b[0;31mKeyError\u001b[0m: 'CHP'" + ] + } + ], + "source": [ + "print(\"NPV ($) = \", api_response[\"outputs\"][\"Financial\"][\"npv\"])\n", + "print(\"Capital Cost, Net ($) = \", api_response[\"outputs\"][\"Financial\"][\"lifecycle_capital_costs\"])\n", + "tech_list = [\"PV\", \"Wind\", \"ElectricStorage\", \"CHP\", \"Generator\", \"HotThermalStorage\", \"ColdThermalStorage\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + "for tech in tech_list:\n", + " if tech in post_1.keys():# and post_1[tech][\"max_kw\"]>0.0:\n", + " if tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])\n", + " elif tech in [\"PV\", \"ElectricStorage\"] and (post_1[tech][\"max_kw\"]>0.0):\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GET the /chp_defaults response" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "get_data_chp = {\n", + " \"prime_mover\": \"recip_engine\",\n", + " \"existing_boiler_production_type_steam_or_hw\": \"hot_water\",\n", + " \"avg_boiler_fuel_load_mmbtu_per_hr\": 4.0\n", + " \n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "#load_post = \"ERP_only_sim_post\"\n", + "load_post = \"ERP_REopt_sim_post\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_erp = json.load(fp)\n", + "post_erp[\"reopt_run_uuid\"] = api_response[\"run_uuid\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### POST to the ERP tool to run" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "erp_url_post = root_url + '/erp/' \n", + "resp = requests.post(url=erp_url_post, json=get_data_chp, verify=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### GET the ERP results" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "chp_url_get = root_url + '/chp_defaults/' \n", + "# erp_uuid = json.loads(resp.text)[\"run_uuid\"]\n", + "#erp_url_get = erp_url_post + erp_uuid + '/results/?api_key=' + API_KEY\n", + "resp = requests.get(url=chp_url_get, params=get_data_chp, verify=False)\n", + "chp_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'root_url' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mroot_url\u001b[49m\n", + "\u001b[0;31mNameError\u001b[0m: name 'root_url' is not defined" + ] + } + ], + "source": [ + "root_url" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_url = root_url + '/chp_defaults/' \n", + "# erp_uuid = json.loads(resp.text)[\"run_uuid\"]\n", + "#erp_url_get = erp_url_post + erp_uuid + '/results/?api_key=' + API_KEY\n", + "resp = requests.get(url=chp_url_get, params=get_data_chp, verify=False)\n", + "chp_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ERP Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'prime_mover': 'recip_engine',\n", + " 'size_class': 3,\n", + " 'hw_or_steam': 'hot_water',\n", + " 'default_inputs': {'installed_cost_us_dollars_per_kw': [2700.0, 2370.0],\n", + " 'tech_size_for_cost_curve': [630, 1140],\n", + " 'om_cost_us_dollars_per_kw': 0,\n", + " 'om_cost_us_dollars_per_kwh': 0.02,\n", + " 'om_cost_us_dollars_per_hr_per_kw_rated': 0,\n", + " 'elec_effic_full_load': 0.358,\n", + " 'elec_effic_half_load': 0.358,\n", + " 'thermal_effic_full_load': 0.4415,\n", + " 'thermal_effic_half_load': 0.4415,\n", + " 'min_allowable_kw': 315.0,\n", + " 'cooling_thermal_factor': 0.85,\n", + " 'min_kw': 0,\n", + " 'max_kw': 10000,\n", + " 'min_turn_down_pct': 0.5,\n", + " 'max_derate_factor': 1.0,\n", + " 'derate_start_temp_degF': 95,\n", + " 'derate_slope_pct_per_degF': 0.0},\n", + " 'chp_size_based_on_avg_heating_load_kw': 756.378070519519,\n", + " 'size_class_bounds': {'recip_engine': [[30, 9300],\n", + " [30, 100],\n", + " [100, 630],\n", + " [630, 1140],\n", + " [1140, 3300],\n", + " [3300, 9300]],\n", + " 'micro_turbine': [[30, 1290], [30, 60], [60, 190], [190, 950], [950, 1290]],\n", + " 'combustion_turbine': [[950, 20000],\n", + " [950, 1800],\n", + " [1800, 3300],\n", + " [3300, 5400],\n", + " [5400, 7500],\n", + " [7500, 14000],\n", + " [14000, 20000]],\n", + " 'fuel_cell': [[440, 9300], [440, 1400], [1400, 9300]]}}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chp_response" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as mtick\n", + "cum_survival = erp_response[\"mean_cumulative_survival_by_duration\"]\n", + "mar_survival = erp_response[\"mean_marginal_survival_by_duration\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)\n", + "\n", + "#Creates line plots. As set up is plotting marginal and cumulative survival on same plot. \n", + "plt.plot(outage_durations, mar_survival, linestyle='-', label = \"Marginal survival\", color = \"black\")\n", + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save API response into a JSON file for later use" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "response_save = api_response\n", + "file_name_to_save = \"response_1\"\n", + "with open(os.path.join(outputs_path, file_name_to_save + \".json\"), 'w') as fp:\n", + " json.dump(response_save, fp)" + ] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/erp_tag3_case_study.ipynb b/erp_tag3_case_study.ipynb new file mode 100644 index 0000000..1ff10be --- /dev/null +++ b/erp_tag3_case_study.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Case study demonstrating the Energy Resilience and Performance tool" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as mtick\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = '30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3' # REPLACE WITH YOUR API KEY\n", + "root_url = \"http://0.0.0.0:8000/dev\"\n", + "reopt_results_url = root_url + '/job/{run_uuid}/results/?api_key=' + API_KEY\n", + "erp_url = root_url + '/erp/' \n", + "erp_results_url = erp_url + '{run_uuid}/results/?api_key=' + API_KEY\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# the following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper functions" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "def summarize_reopt_results(reopt_post, reopt_response):\n", + " print(\"NPV ($) = \", reopt_response[\"outputs\"][\"Financial\"][\"npv\"])\n", + " print(\"Capital Cost, Net ($) = \", reopt_response[\"outputs\"][\"Financial\"][\"lifecycle_capital_costs\"])\n", + " tech_list = [\"PV\", \"Wind\", \"ElectricStorage\", \"CHP\", \"Generator\", \"HotThermalStorage\", \"ColdThermalStorage\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + " for tech in tech_list:\n", + " if tech in reopt_post.keys():\n", + " if tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", reopt_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", reopt_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " for size_name_value in [(key, val) for key, val in reopt_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])\n", + " elif tech in [\"PV\", \"ElectricStorage\"]:\n", + " for size_name_value in [(key, val) for key, val in reopt_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST inputs and GET results from the REopt API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### REopt Inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# Peak load occurs on 9/28\n", + "# Model 96 hour outage during 9/26-29\n", + "outage_start = 269*24+1\n", + "outage_end = outage_start+96-1 #inclusive\n", + "\n", + "reopt_post_initial = {\n", + " \"Site\": {\n", + " #San Fransisco\n", + " \"latitude\": 37.77,\n", + " \"longitude\": -122.42\n", + " },\n", + " \"ElectricLoad\": {\n", + " \"doe_reference_name\": \"Hospital\",\n", + " \"annual_kwh\": 7752817.0*1.4, #makes peak load ~2MW\n", + " \"critical_load_percent\": 0.5\n", + " }, \n", + " \"ElectricTariff\": {\n", + " \"urdb_label\": \"62d5b7fc4939f52c862151f9\"\n", + " },\n", + " \"ElectricUtility\": {\n", + " \"outage_start_time_step\": outage_start,\n", + " \"outage_end_time_step\": outage_end\n", + " },\n", + " \"Generator\": {\n", + " \"installed_cost_per_kw\": 650,\n", + " \"om_cost_per_kw\": 30,\n", + " \"max_kw\": 1e7,\n", + " \"fuel_avail_gal\": 1e9\n", + " }, \n", + " \"PV\": {\n", + " \"max_kw\": 1e7\n", + " }, \n", + " \"ElectricStorage\": {\n", + " \"max_kwh\": 1e7,\n", + " \"max_kw\": 1e7\n", + " } \n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run REopt to get optimal tech sizes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main ERROR Status code 500. b'{\"run_uuid\": \"035c2924-e1cf-451e-b504-a9f3474649cd\", \"api_version\": 3, \"reopt_version\": \"0.18.0\", \"status\": \"Internal Server Error during saving of inputs. Please see messages.\", \"job_type\": \"Internal NREL\", \"messages\": \"Unexpected Error. Please visit https://github.com/NREL/REopt-API-Analysis/discussions for support with common API usage issues. You can also email reopt@nrel.gov with your run_uuid (035c2924-e1cf-451e-b504-a9f3474649cd) for support.\"}'\n", + "main ERROR Unable to get results: no run_uuid from POST.\n" + ] + } + ], + "source": [ + "reopt_initial_outputs_file_name = \"erp_tag3_reopt_results_inital\"\n", + "reopt_initial_outputs = get_api_results(post=reopt_post_initial, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " reopt_initial_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "run_uuid = \"\"\n", + "resp = requests.get(url=reopt_results_url.format(run_uuid=run_uuid), verify=False)\n", + "reopt_initial_outputs = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Summarize inital REopt optimization results" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = 4025105.8\n", + "Capital Cost, Net ($) = 6484959.8811\n", + "PV size_kw = 4188.592\n", + "ElectricStorage size_kw = 790.78\n", + "ElectricStorage size_kwh = 5086.36\n", + "Generator size_kw = 333.0\n" + ] + } + ], + "source": [ + "with open(os.path.join(outputs_path, reopt_initial_outputs_file_name + '.json'), 'rb') as handle:\n", + " reopt_initial_outputs = json.load(handle)\n", + " summarize_reopt_results(reopt_post_initial, reopt_initial_outputs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Round generator size and run REopt again" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://0.0.0.0:8000/dev/job/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling http://0.0.0.0:8000/dev/job/4208e813-3eed-40da-8ac8-61b2d9c76b1a/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag3_reopt_results_rounded.json\n" + ] + } + ], + "source": [ + "reopt_post_rounded = reopt_post_initial\n", + "rounded_gen_size = 350\n", + "reopt_post_rounded[\"Generator\"][\"max_kw\"] = rounded_gen_size\n", + "reopt_post_rounded[\"Generator\"][\"min_kw\"] = rounded_gen_size\n", + "\n", + "reopt_rounded_outputs_file_name = \"erp_tag3_reopt_results_rounded\"\n", + "reopt_rounded_outputs = get_api_results(post=reopt_post_rounded, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " reopt_rounded_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Summarize rounded generator REopt optimization results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = 4018120.34\n", + "Capital Cost, Net ($) = 6223141.8836\n", + "PV size_kw = 4071.6388\n", + "ElectricStorage size_kw = 773.3\n", + "ElectricStorage size_kwh = 4681.54\n", + "Generator size_kw = 350.0\n" + ] + } + ], + "source": [ + "with open(os.path.join(outputs_path, reopt_rounded_outputs_file_name + '.json'), 'rb') as handle:\n", + " reopt_rounded_outputs = json.load(handle)\n", + " summarize_reopt_results(reopt_post_rounded, reopt_rounded_outputs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run the ERP tool with REopt results and inputs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ERP inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "post_erp_all_techs = {\n", + " \"reopt_run_uuid\": reopt_rounded_outputs[\"run_uuid\"],\n", + " \"generator_operational_availability\": 0.9998, \n", + " \"generator_failure_to_start\" : 0.0066, \n", + " \"generator_failure_to_run\" : 0.00157,\n", + " \"num_generators\" : 1,\n", + " \"max_outage_duration\" : reopt_post_rounded[\"ElectricUtility\"][\"outage_end_time_step\"] - reopt_post_rounded[\"ElectricUtility\"][\"outage_start_time_step\"] + 1,\n", + " \n", + "}\n", + "post_erp_gen_only = post_erp_all_techs.copy()\n", + "post_erp_gen_only.update({\n", + " \"num_generators\": 3,\n", + " \"generator_size_kw\" : 500,\n", + " \"battery_size_kw\" : 0,\n", + " \"battery_size_kwh\" : 0,\n", + " \"pv_size_kw\" : 0\n", + " }\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POST inputs and GET results from ERP API" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://0.0.0.0:8000/dev/erp/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling http://0.0.0.0:8000/dev/erp/d89e9f84-350d-4640-840c-121ab53f07cf/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag3_erp_results_all_techs.json\n" + ] + } + ], + "source": [ + "erp_all_techs_outputs_file_name = \"erp_tag3_erp_results_all_techs\"\n", + "erp_all_techs_outputs = get_api_results(post=post_erp_all_techs, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " erp_all_techs_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None,\n", + " ERP=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://0.0.0.0:8000/dev/erp/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling http://0.0.0.0:8000/dev/erp/8c4f7d7d-bb00-4572-aa83-41f57eaf447e/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag3_erp_results_gen_only.json\n" + ] + } + ], + "source": [ + "erp_gen_only_outputs_file_name = \"erp_tag3_erp_results_gen_only\"\n", + "erp_gen_only_outputs = get_api_results(post=post_erp_gen_only, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " erp_gen_only_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None,\n", + " ERP=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot ERP results" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### All techs" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "cum_survival = erp_all_techs_outputs[\"outputs\"][\"mean_cumulative_survival_by_duration\"]\n", + "mar_survival = erp_all_techs_outputs[\"outputs\"][\"mean_marginal_survival_by_duration\"]\n", + "final_survival_by_start = erp_all_techs_outputs[\"outputs\"][\"cumulative_outage_survival_final_time_step\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot marginal and cumulative survival on same plot vs outage duration" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ecve3ErmnSioi+8AdVq7cu2PAkiVhyhoIbTK9e+/dC01dng8qaVNSie6ba2bFhBLKGuBWYHh0fDwwjZBMioHc6LxiMzsC6JRoQhGRfWQWkkO3bnDuueX7i4rKB3HGSjUffABPP11+TqzLc+WSTatW9f91SEqkpE3FzG4AfgnsBF5392+Z2SZ3bxF3zlfu3tLMBgOPROdeAdwL3OHuS2u5xzXANQBdu3Y9ZsWKFXXytYgc8rZs2butpnKX506dyttoYgM5+/TR7M4NXFqUVMysJXA+0APYBDxrZv9R3fnuPgc4Ibr2FEKpxszsGUIp5kfuvq6K68YCYyFUfyX3qxCRMs2aVd3lefXqvRPN1KnlSz2bhYXQYkkmvr0mKys1X4scsFRUf50BfO7uhQBRm8lJwDoz6+Dua82sA7A+/iIzM+B2YBTwEPBzQjvL9cB/1V/4IlIrM+jcOWxnnVW+f8+e0OV5wYIwW0Ds8bXXyttrsrJCYolNUxPbjjhC42vSQCp+QiuBE8wsj1CldTowE9gOjAbuiR5frHTdaODVqEdYHlAabXn1FbiIHKBGjeCoo8J24YXl++Pba+bPD4nmo4/gmWfKz8nODp0D+vYNVWexx5491ROtAan3pOLu081sIjAb2AN8TKimagpMMLOrCYnnktg1URIZDcRGed0HTAKKgMvrL3oRqRPZ2eXVX/G2bw/jaxYuLN8+/LBi54DMzDBLQJ8+FbfevbWkQApo8KOIpJ8dO0LJZtGikHQWLw7PP/20vBoNoEuXkFwqJ5y2bdX1OQFp0VAvInLA8vLCks1DhlTcX1wcEkss0SxZEh7/8pdQ6olp1aq8NBNfsunWLZR8ZL8pqYjIwSO2smafPhX3l5aGJQRiySaWcF56KSScmJyc0Emgb9/yrU+fUL2mHmkJUVIRkYNfRkaYbqZrVzjzzIrHNmwICSZWqlm0KAzqfOqp8nNiHQxiJZrY1qtXGPApZZRUROTQ1ro1DB0atnixTgLxbTbz5sELL4TZoGM6dixPML16lT/v2jUks0OMkoqISFWaNIGCgrDFKyoKY20WLw6dBf71r1DKeeqpsKBaTE5OqDaLJZv4hHMQz/yspCIisi9i42V696643x0KC8uTTCzhVFW6ad++YpKJPe/ePe07CiipiIgkgxm0axe2k0+ueCxWuoklmtg2cSJs3Fh+XnZ2eekmPuH06hXWu0kDSioiInWtutINwJdfVqxGi42/efnlimNu2rWresxN584NasyNkoqISCq1aRO2yh0Fiosrlm5iPdQmTKg4A3TTplUnmxTNlaakIiLSEMUm1uzVq+J+d1i/vmLPtMWL4c034fHHK17fs+feAzx7967TJQeUVERE0olZaOhv3x6GD694bMuW8vE2sW3+/NBRoLS0/LyuXSvOKBB7TML0NUoqIiIHi2bN4LjjwhZv9+7y6WtiSWfJEnjnnTCPWkzLlhUHd+6HWpOKmfV39wX79e4iIpJ6jRuXr0sTLzZ9TXyiWbIkrG/z2GP7datESiqPmFk2MA74u7tv2q87iYhIwxI/fc2IERWPffVVmHhzX9+ythPcfRjwLaALMNPM/m5mX9/nO4mISPrYz3ExCU1M4+5LCUv5/hT4GvCgmS0xswtrvlJERA4ltSYVMxtoZvcDi4HTgPPcvU/0/P46jk9ERNJIIm0qDwGPAre5+87YTndfY2a311lkIiKSdhKp/nrO3R+PTyhmdgOAuz9e/WUiInKoSSSpfLuKfWOSHIeIiBwEqq3+MrPLgf8D9DCzl+IO5QMb6jowERFJPzW1qbwPrAXaAL+P278VmFeXQYmISHqqNqm4+wpgBXBi/YUjIiLprKbqr3fdfZiZbQU8/hDg7t6szqMTEZG0UlNJZVj0mF9/4YiISDqrqaRS46Qv7r6xpuMiInLoqamhfhah2quqyfUdOLxOIhIRkbRVU/VXj/oMRERE0l9N1V+93X2JmR1d1XF3n113YYmISDqqqfrrJuAaKo5RiXHChJIiIiJlaqr+uiZ6PLX+whERkXSWyHLCOcAPgGGEEso7wCPuvquOYxMRkTSTyNT3fyNMzfL/oteXA48Dl9RVUCIikp4SSSq93H1Q3OupZja3rgISEZH0lcjU9x+b2QmxF2Z2PPDegdzUzFqY2cRoSeLFZnaimbUyszfMbGn02DI6d6iZzTOzGWZ2ZNz1k82sqjE0IiKSItUmFTObb2bzgOOB981suZl9DnwAnHKA9/0D8E937w0MIixVfAswxd17AlOi1wA/Ai4CbgO+H+27A/iVuzsiItJg1FT9dW5d3NDMmhGS0hgAdy8CiszsfGB4dNp4YBrwU6AYyAXygGIzOwLo5O5v1UV8IiKy/2qb+r6MmbUDcpJwz8OBQuAxMxtEmA7mBqC9u6+N7r02uh/Ar4GxwE7gCuBeQkmlRmZ2DWGcDV27dk1C2CIiUpta21TMbKSZLQU+B94ClgOvHcA9GwFHA39y9yHAdsqruvbi7nPc/YRovMzhwJoQlj1jZk+YWftqrhvr7gXuXtC2bdsDCFdERBKVSEP93cAJwCfRfGCnc2AN9auAVe4+PXo9kZBk1plZB4DocX38RVGj/O1RPD+PtieA6w8gFhERSaJEkkqxu28AMswsw92nAoP394bu/m/gCzPrFe06HVgEvASMjvaNBl6sdOlo4FV3/4rQvlIabXn7G4uIiCRXIuNUNplZU8JI+ifNbD2w5wDve130XtnAZ8CVhAQ3wcyuBlYSN7jSzPIISWVEtOs+YBJQRBiMKSIiDYDV1ivXzJoAuwjrqnwLaA48GZVe0kJBQYHPnDkz1WGIiKQVM5vl7gX7ck2tJRV3325mhwHHARuByemUUEREpP4k0vvrO8BHwIXAxcCHZnZVXQcmIiLpJ5E2lR8DQ2KlEzNrDbwP/LUuAxMRkfSTSO+vVYRZimO2Al/UTTgiIpLOalpO+Kbo6Wpgupm9SFhP5XxCdZiIiEgFNVV/5UePy6ItpvL4EREREaDmub9+Ef/azPLDbt9W51GJiEhaSqT3V38z+xhYACw0s1lm1q/uQxMRkXSTSEP9WOAmd+/m7t0I65s8WrdhiYhIOkokqTSJ5vsCwN2nAU3qLCIREUlbiYxT+czM7gAej17/B2EafBERkQoSKalcBbQFnou2NoQJIEVERCqosaRiZpnAs+5+Rj3FIyIiaazGkoq7lwA7zKx5PcUjIiJpLJE2lV3AfDN7g7D0LwDurhUXRUSkgkSSyqvRJiIiUqNE1lMZH63Q2Jsw99e/3L2oziMTEZG0U2tSMbOzgT8T5v8yoIeZfdfdX6vr4EREJL0kUv11H3Cqu38KYGZHEKrDlFRERKSCRMaprI8llMhnwPo6ikdERNJYIiWVhWb2D2ACoU3lEmCGmV0I4O7P1WF8IiKSRhJJKjnAOuBr0etCoBVwHiHJKKmIiAiQWO8vTckiIiIJSaRNRUREJCFKKiIikjRKKiIikjTVtqmY2U01Xeju9yU/HBERSWc1NdTn11sUIiJyUKg2qbj7L+ozEBERSX+JzP2VA1wN9COMWQHA3a+qw7hERCQNJdJQ/zhwGHAm8BbQGdhal0GJiEh6SiSpHOnudwDb3X08cA4woG7DEhGRdJRIUimOHjeZWX+gOdC9ziISEZG0lcjcX2PNrCVwB/AS0DR6LiIiUkEiSeUxdy8htKccXsfxiIhIGkuk+utzMxtrZqebmSXrxmaWaWYfm9kr0etWZvaGmS2NHltG+4ea2Twzm2FmR0b7WpjZ5GTGIyIiBy6RpNIL+F/gh8ByM3vIzIYl4d43AIvjXt8CTHH3nsCU6DXAj4CLgNuA70f77gB+5e6ehDhERCRJak0q7r7T3Se4+4XAYKAZoSpsv5lZZ0Ivsv+J230+MD56Ph74ZvS8GMgF8oDiaDnjTu5+QDGIiEjyJdKmgpl9DRgFnAXMAC49wPs+APyEilPBtHf3tQDuvtbM2kX7fw2MBXYCVwD3kkBHATO7BrgGoGvXrgcYroiIJKLWkoqZfQ7cCLwD9Hf3S9190v7e0MzOJax7PyuR8919jruf4O6nEjoKrAlvY8+Y2RNm1r6a68a6e4G7F7Rt23Z/wxURkX2QSEllkLtvSeI9hwIjzexswrQvzczsCWCdmXWISikdgPXxF0WN8rcTSkwPAT8njJe5HvivJMYnIiL7qaap73/i7r8FfmlmezWIu/v1+3NDd78VuDW6x3DgZnf/DzP7HTAauCd6fLHSpaOBV939KzPLA0qjLW9/4hARkeSrqaQS65k1sz4CISSTCWZ2NbASuCR2IEoio4ER0a77gElAEXB5PcUnIiK1sNp65ZrZEHf/uJ7iqRMFBQU+c2Z95UYRkYODmc1y94J9uSaRcSr3mdkSM7vbzPrtZ2wiInIISGScyqnAcKCQMA/YfDO7va4DExGR9JNISQV3/7e7Pwh8D5gD/KwugxIRkfSUyDiVPmZ2p5ktIHTlfZ+wUJeIiEgFCc1SDDwFjHD3NXUcj4iIpLEak4qZZQLL3P0P9RSPiIiksRqrv6J1VFqbWXY9xSMiImkskeqvFcB7ZvYSsD22093vq7OoREQkLSWSVNZEWwYVZxUWERGpoNak4u6/qI9AREQk/dWaVMxsKlDVhJKn1UlEIiKSthKp/ro57nkOYWnfPXUTjoiIpLNEqr8qL6b1nplpKV8REdlLItVfreJeZgDHAIfVWUQiIpK2Eqn+mkVoUzFCtdfnwNV1GZSIiKSnRKq/etRHICIikv6qHVFvZsea2WFxr79tZi+a2YOVqsRERESAmqdp+TNhuV7M7BTCcr9/AzYDY+s+NBERSTc1VX9luvvG6PkoYKy7TwImmdmcOo9MRETSTk0llUwziyWd04E3444l0sAvIiKHmJqSw1PAW2b2JbATeAfAzI4kVIGJiIhUUG1ScfdfmtkUoAPwurvHpmrJAK6rj+BERCS91FiN5e4fVrHvk7oLR0RE0lmta9SLiIgkSklFRESSRklFRESSRklFRESSRklFRESSRklFRESSRklFRESSRklFRESSRklFRESSRklFRESSRklFRESSpt6Tipl1MbOpZrbYzBaa2Q3R/lZm9oaZLY0eW0b7h5rZPDObEc2QjJm1MLPJZmb1Hb+IiFQvFSWVPcCP3L0PcALwQzPrC9wCTHH3nsCU6DXAj4CLgNuA70f77gB+FTdzsoiINAD1nlTcfa27z46ebwUWA52A84Hx0WnjgW9Gz4uBXCAPKDazI4BO7v5WfcYtIiK1S+kKjmbWHRgCTAfau/taCInHzNpFp/0aGEtYKOwK4F5CSaW2974GuAaga9euSY9dRET2lrKGejNrCkwCbnT3LdWd5+5z3P0Edz8VOBxYEy63Z8zsCTNrX811Y929wN0L2rZtWydfg4iIVJSSpGJmWYSE8qS7PxftXmdmHaLjHYD1la4x4HbgbuDn0fYEcH19xS0iIjVLRe8vA/4CLHb3++IOvQSMjp6PBl6sdOlo4FV3/4rQvlIabXl1G7GIiCQqFW0qQwltI/PNbE607zbgHmCCmV0NrAQuiV1gZnmEpDIi2nUfoaRTBFxeP2GLiEht6j2puPu7QHXjS06v5podwKlxr98BBiQ/OhERORAp7f2VSsXFxaxatYpdu3alOhRpQHJycujcuTNZWVmpDkUkLR2ySWXVqlXk5+fTvXt3NDBfANydDRs2sGrVKnr06JHqcETS0iE799euXbto3bq1EoqUMTNat26t0qvIAThkkwqghCJ70e+EyIE5pJOKiIgkl5JKCpkZV1xxRdnrPXv20LZtW84999yk3ePss89m06ZN+3XtnXfeyb333pu0WGpzILE2bdo0ucGIyH45ZBvqG4ImTZqwYMECdu7cSW5uLm+88QadOnXap/fYs2cPjRpV/2P8xz/+caBhJlVJSQmZmZlVHmtosYrIvlNSAW688UbmzJmT1PccPHgwDzzwQK3nnXXWWbz66qtcfPHFPPXUU1x++eW88847AHz00UfceOONZUnnscceo1evXowbN45XX32VXbt2sX37dl555RXGjBnDkiVL6NOnD8uXL+fhhx+moKCA7t27M3PmTLZt28ZZZ53FsGHDeP/99+nUqRMvvvgiubm5PProo4wdO5aioiKOPPJIHn/8cfLyqp+o4Nlnn+UXv/gFmZmZNG/enLfffptx48Yxc+ZMHnroIQDOPfdcbr75ZoYPH07Tpk256aabmDx5Mueeey7z589nwoQJAEybNo3f//73vPzyy2Wx/u53v6Nbt2784Ac/AEKJKT8/n+9+97ucf/75fPXVVxQXF/Pf//3fnH/++Qf4kxKRZFL1V4pddtllPP300+zatYt58+Zx/PHHlx3r3bs3b7/9Nh9//DF33XUXt912W9mxDz74gPHjx/Pmm2/yxz/+kZYtWzJv3jzuuOMOZs2aVeW9li5dyg9/+EMWLlxIixYtmDRpEgAXXnghM2bMYO7cufTp04e//OUvNcZ81113MXnyZObOnctLL71U69e4fft2+vfvz/Tp07n11lv58MMP2b59OwDPPPMMo0aN2ut78swzz5S9njBhApdccgk5OTk8//zzzJ49m6lTp/KjH/0ILakj0rCopAIJlSjqysCBA1m+fDlPPfUUZ599doVjmzdvZvTo0SxduhQzo7i4uOzY17/+dVq1agXAu+++yw033ABA//79GThwYJX36tGjB4MHDwbgmGOOYfny5QAsWLCA22+/nU2bNrFt2zbOPPPMGmMeOnQoY8aM4dJLL+XCCy+s9WvMzMzkoosuAqBRo0Z84xvf4OWXX+biiy/m1Vdf5be//W2F84cMGcL69etZs2YNhYWFtGzZkq5du1JcXMxtt93G22+/TUZGBqtXr2bdunUcdthhtcYgIvVDSaUBGDlyJDfffDPTpk1jw4YNZfvvuOMOTj31VJ5//nmWL1/O8OHDy441adKk7Hmi/603bty47HlmZiY7d+4EYMyYMbzwwgsMGjSIcePGMW3atBrf55FHHmH69Om8+uqrDB48mDlz5tCoUSNKS0vLzokf65GTk1OhHWXUqFE8/PDDtGrVimOPPZb8/Py97nHxxRczceJE/v3vf3PZZZcB8OSTT1JYWMisWbPIysqie/fuGlMi0sCo+qsBuOqqq/jZz37GgAEVpzPbvHlzWcP9uHHjqr1+2LBhZW0UixYtYv78+ft0/61bt9KhQweKi4t58sknaz1/2bJlHH/88dx11120adOGL774gu7duzNnzhxKS0v54osv+Oijj6q9fvjw4cyePZtHH310r6qvmFi14MSJE7n44ouB8P1o164dWVlZTJ06lRUrVuzT1ykidU8llQagc+fOZdVX8X7yk58wevRo7rvvPk477bRqr//BD37A6NGjGThwIEOGDGHgwIE0b9484fvffffdHH/88XTr1o0BAwawdevWGs//8Y9/zNKlS3F3Tj/9dAYNGgSE6rUBAwbQv39/jj766Gqvz8zM5Nxzz2XcuHGMHz++ynP69evH1q1b6dSpEx06dADgW9/6Fueddx4FBQUMHjyY3r17J/w1ikj9sEOhobOgoMBnzpxZYd/ixYvp06dPiiJKrpKSEoqLi8nJyWHZsmWcfvrpfPLJJ2RnZ6c6tLR0MP1uiBwIM5vl7gX7co1KKgeBHTt2cOqpp1JcXIy786c//UkJRURSQknlIJCfn0/lkpiISCqooV5ERJJGSUVERJJGSUVERJJGSUVERJJGSSWFYqPFjzjiCPr27cvZZ5/NJ598Uqf3HD58eK2N+g888AA7duwoe30gU9LXtZkzZ3L99dfv17Xjxo3j2muvTXJEIoc2JZUUcXcuuOAChg8fzrJly1i0aBG/+tWvWLduXapD2yup/OMf/6BFixYpi2fPnj3VHisoKODBBx+sx2hEpCZKKgA33gjDhyd3u/HGGm85depUsrKy+N73vle2b/DgwZx88slMmzatwkJd1157bdk0Ld27d+e2227jxBNPpKCggNmzZ3PmmWdyxBFH8MgjjwDUeH2873//+xQUFNCvXz9+/vOfA/Dggw+yZs0aTj31VE499dSye3755Zf89Kc/5Y9//GPZ9XfeeSe///3vAfjd737Hsccey8CBA8veK15JSQljxoyhf//+DBgwgPvvvx+oWHL68ssv6d69OxBKEZdccgnnnXceI0aMYNSoURXWWxkzZgyTJk0q+1pLS0vp3r17hRLVkUceybp163j55Zc5/vjjGTJkCGeccUaDSNwiBysllRRZsGABxxxzzH5d26VLFz744ANOPvlkxowZw8SJE/nwww/52c9+tk/v88tf/pKZM2cyb9483nrrLebNm8f1119Px44dmTp1KlOnTq1wfnVT0r/++ussXbqUjz76iDlz5jBr1izefvvtCtfOmTOH1atXs2DBAubPn8+VV15Za3zx0/vH37uoqIgpU6ZUmNU5IyOD888/n+effx6A6dOn0717d9q3b8+wYcP48MMP+fjjj7nsssv2mhVZRJJHgx8BUjj1/f4YOXIkAAMGDGDbtm3k5+eTn59PTk7OPrV9TJgwgbFjx7Jnzx7Wrl3LokWLqp02H6qfkv7BBx/k9ddfZ8iQIQBs27aNpUuXcsopp5Rde/jhh/PZZ59x3XXXcc455zBixIha44uf3v+ss87i+uuvZ/fu3fzzn//klFNOITc3t8L5o0aN4q677uLKK6/k6aefLpusctWqVYwaNYq1a9dSVFREjx49Ev4eici+UUklRfr161ftYlo1TSMP5VPYZ2RkVJjOPiMjo2x54ZquB/j888+59957mTJlCvPmzeOcc85JaBr52JT0zzzzTNmU9O7Orbfeypw5c5gzZw6ffvopV199dYXrWrZsydy5cxk+fDgPP/ww3/nOd/b6WivfP356/5ycHIYPH87kyZMr3DveiSeeyKeffkphYSEvvPBC2Vov1113Hddeey3z58/nz3/+s6bLF6lDSiopctppp7F7924effTRsn0zZszgrbfeolu3bixatIjdu3ezefNmpkyZsk/vncj1W7ZsoUmTJjRv3px169bx2muvlR3Lz8+vdqbiqqakP/PMM/nrX//Ktm3bAFi9ejXr16+vcN2XX35JaWkpF110EXfffTezZ88GQntNLLlOnDixxq/rsssu47HHHuOdd96pciExM+OCCy7gpptuok+fPrRu3RqouIRAdbMii0hyqPorRcyM559/nhtvvJF77rmHnJwcunfvzgMPPECXLl249NJLGThwID179iyrVkpUItcPGjSIIUOG0K9fPw4//HCGDh1aduyaa67hrLPOokOHDnu1q1Q1Jf2IESNYvHgxJ554IgBNmzbliSeeoF27dmXXrV69miuvvLKsVPLrX/8agJtvvplLL72Uxx9/vMbp/WP3+fa3v83IkSOrnTBz1KhRHHvssRU6Jtx5551ccskldOrUiRNOOIHPP/+8xvuIyP7T1Pcileh3QyTYn6nvVf0lIiJJo6QiIiJJc0gnlUOh6k/2jX4nRA7MIZtUcnJy2LBhg/6ISBl3Z8OGDeTk5KQ6FJG0dcj2/urcuTOrVq2isLAw1aFIA5KTk0Pnzp1THYZI2jpkk0pWVpZGVouIJFmDq/4ys2+Y2b/M7FMzuyXa9xszm2dmf4s77wozuyF1kYqISGUNKqmYWSbwMHAW0Be43MwGASe5+0Ag08wGmFkuMAb4Y7VvJiIi9a6hVX8dB3zq7p8BmNnTwEgg28wMyAWKgR8DD7p7ccoiFRGRvTS0pNIJ+CLu9SrgeGAS8DEwBdgMHOvud9X0RmZ2DXBN9HK3mS1IfrhJ1wb4MtVB1CIdYgTFmWyKM7nSIc4c9iPGBjVNi5ldApzp7t+JXl8BHOfu18Wd8z+EKrJjgBHAPHf/71red+a+TjWQCukQZzrECIoz2RRncqVDnPsbY4NqUyGUTLrEve4MrIm9MLPYzIifAN9290uB/mbWs/5CFBGR6jS0pDID6GlmPcwsG7gMeCnu+N3Az4AsIDPaVwrk1WuUIiJSpQaVVNx9D3AtMBlYDExw94UAZvZNYIa7r3H3TcAHZjY/XOZza3nrsXUXdVKlQ5zpECMozmRTnMmVDnHuV4wNqk1FRETSW4MqqYiISHpTUhERkaQ5qJNKVVO+NARm9lczWx8/dsbMfmdmS6LpaJ43sxYpDDEWUxczm2pmi81sYeVpcczsZjNzM2uTqhijOHLM7CMzmxvF+Yu4Y9dFvwMLzey3qYwziifTzD42s1ei14PN7EMzm2NmM83suAYQYwszmxj9Pi42sxPNrJWZvWFmS6PHlimOsVf0PYttW8zsxgb6OfrP6PdvgZk9ZWY5cccaxGcoiuWGKMaFZnZj3P59+wy5+0G5EXqHLQMOB7KBuUDfVMcVxXYKcDSwIG7fCKBR9Pw3wG8aQJwdgKOj5/mErtx9o9ddCB0qVgBtUhynAU2j51nAdOAE4FTgf4HG0bF2DeB7ehPwd+CV6PXrwFnR87OBaQ0gxvHAd6Ln2UAL4LfALdG+WxrC72dcvJnAv4FuDe1zRBjQ/TmQG72eAIyJnjekz1B/YAGhJ22j6HPTc38+QwdzSaVsyhd3LwKeBs5PcUwAuPvbwMZK+1730PsN4EPCGJ2Ucve17j47er6V0COvU3T4fuAnQMp7eniwLXqZFW0OfB+4x913R+etT1GIAJhZZ+Ac4H/idjvQLHrenLhxWalgZs0I//T8BcDdizz0tjyfkGyIHr+ZiviqcTqwzN1XNMTPEeGPdK6ZNSL80Y79jBvMZwjoA3zo7jui799bwAXsx2foYE4qVU350qmacxuaq4DXUh1EPDPrDgwBppvZSGC1196Vu95E1UpzgPXAG+4+HTgKONnMppvZW2Z2bEqDhAcIf0RK4/bdCPzOzL4A7gVurf+wKjgcKAQei6rp/sfMmgDt3X0thH82gHapDLKSy4Cnqtif8s+Ru68m/FxXAmuBze7+egP8DC0ATjGz1maWRyg1d2E/PkMHc1KxKvY1hP8IamRm/wXsAZ5MdSwxZtaUMP/ajYTY/oswCLXBcPcSdx9M+M/0ODPrT/gPsSWhKuzHwIRoYtJ6Z2bnAuvdfValQ98H/tPduwD/SVRCSKFGhKrZP7n7EGA7obqrQYoGSY8Enq20v0F8jqK2p/OBHkBHoImZfZsG9hly98WE6sI3gH8Smgv2sB+foYM5qdQ45UtDZGajgXOBb3lUgZlqZpZFSChPuvtzwBGED8hcM1tO+L7ONrPDUhdluaiqZhrwDcLvwHNR9dhHhBJCqhpEhwIjo+/Z08BpZvYEMBp4LjrnWUK1bSqtAlZFJT2AiYQks87MOgBEjymtSoxzFjDb3dfFdjSwz9EZwOfuXuhhVvXngCtpgJ8hd/+Lux/t7qcQqueXsh+foYM5qdQ25UuDYmbfAH4KjHT3HamOByD6j+QvwGJ3vw/A3ee7ezt37+7u3Qm/dEe7+79TGGfbWC8fC2vtnAEsAV4ATov2H0VodE7JzLDufqu7d46+Z5cBb7r7fxD+0fladNpphA9yykQ/xy/MrFe063RgEeGzMzraNxp4MQXhVeVy4qq+GuDnaCVwgpnlRZ+n0wl/pBvUZwjAzNpFj12BCwnf1xfYx89QQ5v6PmncfY+ZxaZ8yQT+6tGUL6lmZk8Bw4E2ZrYK+DmhLr0x8EZUuvzQ3b+XsiCDocAVwPyovQLgNnf/R+pCqlIHYLyFRd4yCNP7vBL9M/FXC123i4DRDeA/18r+L/CHqBF3F+XLNaTSdcCT0ffvM8J/1hmEqo+rCX8oL0lhfABEdf9fB74bt/shGtDnyN2nm9lEYDahOuljGu4ULZPMrDVhzaofuvtXZvZX9vEzpGlaREQkaQ7m6i8REalnSioiIpI0SioiIpI0SioiIpI0SioiIpI0SipyUDOzzmb2YjS77jIz+0PUVba2626rj/gq3XOamRUk6b0Gm9nZca9HWgOaqVsOXkoqctCKBps9B7zg7j0J8xg1BX6ZwOX1nlT2VTS2pTqDCfM3AeDuL7n7PXUelBzylFTkYHYasMvdH4MwPxhhfq2rohHOY8zsodjJZvaKmQ03s3sIs8rOMbMno2MvmNmsaE2Ja+KuudrMPolKGY/G3i8a5T/JzGZE29DKwZlZrpk9bWHtj2eA3Lhj2+KeX2xm46Ln48zsPjObCvzGzI4zs/ejyR/ft7DOSDZwFzAq+hpGxX+tZtbNzKZE950SjaCOvfeD0ft8ZmYXJ+nnIIeQg3ZEvQjQD6gwgaO7bzGzlcCR1V3k7reY2bXRBJUxV7n7xmgamBlmNokwcvsOwtxYW4E3CRPxAfwBuN/d343+aE8mTC8e7/vADncfaGYDCaOuE3EUcIa7l1g0VX00g8QZwK/c/SIz+xlQ4O7XApjZmLjrHwL+5u7jzewq4EHKp7LvAAwDehOmZpmYYEwigJKKHNyMqmemrm5/Ta43swui510ICxgdBrzl7hsBzOxZwh98CPOP9bXyCV2bmVl+tC5NzCmEP+i4+zwzm5dgLM9GpS4Ia7CMN7Oe0deUlcD1JxLmdgJ4nLAAV8wL7l4KLDKz9gnGI1JGSUUOZguBi+J3RP/ZdyGsCjqIilXAOVTBzIYTksSJ7r7DzKZF59Y0BXhGdP7OWmKsLrnF768c1/a453cDU939Agtr3kyr5X613Wt33POULBMg6U1tKnIwmwLkWVi/gmjCyd8D46IZbJcDg80sw8y6UHHa+WIL0/5DKA18FSWU3oS1JQA+Ar5mZi2jRvP4BPY6cG3shZkNriK+t4FvRcf7AwPjjq0zsz5mlkFYga86zYHV0fMxcfu3EpaArsr7hJmSie7/bg3vL7JPlFTkoBXNpnoBcImZLQU+IcwEHOvZ9R5h/fD5hNX54ts0xgLzoob6fwKNouqpuwnL1MZW9fsVMJ2wjvciYHN0/fVAQdQYvgioaqbcPwFNo/f9CSFJxdwCvEJop1lbw5f5W+DXZvYeYTbumKmE6rc5Zjaq0jXXA1dG970CuKGG9xfZJ5qlWOQAmFlTd98WlVSeJyyx8Hyq4xJJFZVURA7MnRbWmllAKPW8kNJoRFJMJRUREUkalVRERCRplFRERCRplFRERCRplFRERCRplFRERCRp/j/dtgAFo3xCMgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(outage_durations, mar_survival, linestyle='-', label = \"Marginal survival\", color = \"black\")\n", + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot final cumulative survival vs outage start hour" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(8760), final_survival_by_start, linestyle='-', label = \"{} hour cumulative survival\".format(max_duration), color = \"black\")\n", + "plt.xlabel(\"Outage start hour\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hdunham/opt/miniconda3/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3474: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "/Users/hdunham/opt/miniconda3/lib/python3.8/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + }, + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m month_start_time_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m24\u001b[39m\u001b[38;5;241m*\u001b[39m[\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m31\u001b[39m, \u001b[38;5;241m59\u001b[39m, \u001b[38;5;241m90\u001b[39m, \u001b[38;5;241m120\u001b[39m, \u001b[38;5;241m150\u001b[39m, \u001b[38;5;241m181\u001b[39m, \u001b[38;5;241m212\u001b[39m, \u001b[38;5;241m242\u001b[39m, \u001b[38;5;241m273\u001b[39m, \u001b[38;5;241m303\u001b[39m, \u001b[38;5;241m334\u001b[39m]\n\u001b[0;32m----> 2\u001b[0m final_survival_by_month \u001b[38;5;241m=\u001b[39m [np\u001b[38;5;241m.\u001b[39mmean(final_survival_by_start[month_start_time_steps[ts]:month_start_time_steps[ts\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m]]) \u001b[38;5;28;01mfor\u001b[39;00m ts \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(month_start_time_steps))]\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[0:31]),np.mean(final_survival_by_start[31:59]),\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[59:90]),np.mean(final_survival_by_start[90:120],\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[120:151]),np.mean(final_survival_by_start[151:]\u001b[39;00m\n\u001b[1;32m 7\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m8760\u001b[39m), final_survival_by_month, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m, label \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m hour cumulative survival\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(max_duration), color \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mblack\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m month_start_time_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m24\u001b[39m\u001b[38;5;241m*\u001b[39m[\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m31\u001b[39m, \u001b[38;5;241m59\u001b[39m, \u001b[38;5;241m90\u001b[39m, \u001b[38;5;241m120\u001b[39m, \u001b[38;5;241m150\u001b[39m, \u001b[38;5;241m181\u001b[39m, \u001b[38;5;241m212\u001b[39m, \u001b[38;5;241m242\u001b[39m, \u001b[38;5;241m273\u001b[39m, \u001b[38;5;241m303\u001b[39m, \u001b[38;5;241m334\u001b[39m]\n\u001b[0;32m----> 2\u001b[0m final_survival_by_month \u001b[38;5;241m=\u001b[39m [np\u001b[38;5;241m.\u001b[39mmean(final_survival_by_start[month_start_time_steps[ts]:\u001b[43mmonth_start_time_steps\u001b[49m\u001b[43m[\u001b[49m\u001b[43mts\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m]) \u001b[38;5;28;01mfor\u001b[39;00m ts \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(month_start_time_steps))]\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[0:31]),np.mean(final_survival_by_start[31:59]),\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[59:90]),np.mean(final_survival_by_start[90:120],\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m# np.mean(final_survival_by_start[120:151]),np.mean(final_survival_by_start[151:]\u001b[39;00m\n\u001b[1;32m 7\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m8760\u001b[39m), final_survival_by_month, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m, label \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m hour cumulative survival\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(max_duration), color \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mblack\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + } + ], + "source": [ + "month_start_time_steps = 24*[0, 31, 59, 90, 120, 150, 181, 212, 242, 273, 303, 334]\n", + "final_survival_by_month = [np.mean(final_survival_by_start[month_start_time_steps[ts]:month_start_time_steps[ts+1]]) for ts in range(len(month_start_time_steps))]\n", + " \n", + "# np.mean(final_survival_by_start[0:31]),np.mean(final_survival_by_start[31:59]),\n", + "# np.mean(final_survival_by_start[59:90]),np.mean(final_survival_by_start[90:120],\n", + "# np.mean(final_survival_by_start[120:151]),np.mean(final_survival_by_start[151:]\n", + "plt.plot(range(8760), final_survival_by_month, linestyle='-', label = \"{} hour cumulative survival\".format(max_duration), color = \"black\")\n", + "plt.xlabel(\"Outage start hour\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generator only" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "cum_survival = erp_gen_only_outputs[\"outputs\"][\"mean_cumulative_survival_by_duration\"]\n", + "mar_survival = erp_gen_only_outputs[\"outputs\"][\"mean_marginal_survival_by_duration\"]\n", + "final_survival_by_start = erp_gen_only_outputs[\"outputs\"][\"cumulative_outage_survival_final_time_step\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot marginal and cumulative survival on same plot vs outage duration" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(outage_durations, mar_survival, linestyle='-', label = \"Marginal survival\", color = \"black\")\n", + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot final cumulative survival vs outage start hour" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(8760), final_survival_by_start, linestyle='-', label = \"{} hour cumulative survival\".format(max_duration), color = \"black\")\n", + "plt.xlabel(\"Outage start hour\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([.9,1])\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(1,13), [1,0.9,0.8,0.9,0.7,0.8,0.8,0.7,0.9,0.9,1,0.9])\n", + "plt.xlabel(\"Month\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.xticks(range(1, 13))\n", + "plt.title(\"96 hour cumulative survival by month\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/erp_tag5_case_study.ipynb b/erp_tag5_case_study.ipynb new file mode 100644 index 0000000..34f307c --- /dev/null +++ b/erp_tag5_case_study.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Case study demonstrating the Energy Resilience and Performance tool" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as mtick\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = '30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3' # REPLACE WITH YOUR API KEY\n", + "root_url = \"https://developer.nrel.gov/api/reopt/dev\"\n", + "reopt_results_url = root_url + '/job/{run_uuid}/results/?api_key=' + API_KEY\n", + "# erp_url = root_url + '/erp/'\n", + "# erp_results_url = erp_url + '{run_uuid}/results/?api_key=' + API_KEY\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# the following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper functions" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def summarize_reopt_results(reopt_post, reopt_response):\n", + " print(\"LCC ($) = \", reopt_response[\"outputs\"][\"Financial\"][\"lcc\"])\n", + " print(\"Capital Cost, Net ($) = \", reopt_response[\"outputs\"][\"Financial\"][\"lifecycle_capital_costs\"])\n", + " tech_list = [\"PV\", \"Wind\", \"ElectricStorage\", \"CHP\", \"Generator\", \"HotThermalStorage\", \"ColdThermalStorage\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + " for tech in tech_list:\n", + " if tech in reopt_post.keys():\n", + " if tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", reopt_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", reopt_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " for size_name_value in [(key, val) for key, val in reopt_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])\n", + " elif tech in [\"PV\", \"ElectricStorage\"]:\n", + " for size_name_value in [(key, val) for key, val in reopt_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST inputs and GET results from the REopt API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### REopt Inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Peak load occurs on 9/28\n", + "# Model 96 hour outage during 9/26-29\n", + "outage_start = 269*24+1\n", + "outage_duration = 96\n", + "\n", + "reopt_post_initial = {\n", + " \"Settings\": {\n", + " \"run_bau\": False\n", + " },\n", + " \"Site\": {\n", + " #San Fransisco\n", + " \"latitude\": 37.77,\n", + " \"longitude\": -122.42\n", + " },\n", + " \"ElectricLoad\": {\n", + " \"doe_reference_name\": \"LargeOffice\", # annual 6085402.508 kwh, max 1663.026 kw\n", + " \"annual_kwh\": 6085402.508,#*1.2, #makes peak load ~2MW\n", + " \"critical_load_percent\": 0.5\n", + " }, \n", + " \"ElectricTariff\": {\n", + " \"urdb_label\": \"62d5b7fc4939f52c862151f9\"\n", + " },\n", + " \"ElectricUtility\": {\n", + " \"outage_start_time_steps\": [\n", + " 1084,\n", + " 3459,\n", + " 4395,\n", + " 6483\n", + " ],\n", + " \"outage_durations\": 24\n", + " },\n", + " \"Generator\": {\n", + " \"max_kw\": 1e7\n", + " }, \n", + " \"PV\": {\n", + " \"max_kw\": 1e7\n", + " }, \n", + " \"ElectricStorage\": {\n", + " \"max_kwh\": 1e7,\n", + " \"max_kw\": 1e7\n", + " } \n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run REopt to get optimal tech sizes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from https://developer.nrel.gov/api/reopt/dev/job/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling https://developer.nrel.gov/api/reopt/dev/job/80d96b30-2e6c-485d-aa7a-f50983b2af3c/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag5_reopt_results_inital.json\n" + ] + } + ], + "source": [ + "reopt_initial_outputs_file_name = \"erp_tag5_reopt_results_inital\"\n", + "reopt_initial_outputs = get_api_results(post=reopt_post_initial, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " reopt_initial_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "run_uuid = \"\"\n", + "resp = requests.get(url=reopt_results_url.format(run_uuid=run_uuid), verify=False)\n", + "reopt_initial_outputs = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Summarize inital REopt optimization results" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LCC ($) = 12275584.0346\n", + "Capital Cost, Net ($) = 6048744.9186\n", + "PV size_kw = 4049.6685\n", + "ElectricStorage size_kw = 1001.21\n", + "ElectricStorage size_kwh = 7418.92\n", + "Generator size_kw = 0.0\n" + ] + } + ], + "source": [ + "with open(os.path.join(outputs_path, reopt_initial_outputs_file_name + '.json'), 'rb') as handle:\n", + " reopt_initial_outputs = json.load(handle)\n", + " summarize_reopt_results(reopt_post_initial, reopt_initial_outputs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run the ERP tool with REopt results and inputs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ERP inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "post_erp_opt_techs = {\n", + " \"reopt_run_uuid\": reopt_initial_outputs[\"run_uuid\"] \n", + "}\n", + "post_erp_add_gen = post_erp_opt_techs.copy()\n", + "post_erp_add_gen[\"Generator\"] = {\n", + " \"num_generators\": 2,\n", + " \"size_kw\" : 1600\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POST inputs and GET results from ERP API" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from https://developer.nrel.gov/api/reopt/dev/erp/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling https://developer.nrel.gov/api/reopt/dev/erp/31cfb2d0-f38f-4bd7-b364-1b8e5f25bdcb/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag5_erp_results_opt_techs.json\n" + ] + } + ], + "source": [ + "erp_opt_techs_outputs_file_name = \"erp_tag5_erp_results_opt_techs\"\n", + "erp_opt_techs_outputs = get_api_results(post=post_erp_opt_techs, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " erp_opt_techs_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None,\n", + " ERP=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from https://developer.nrel.gov/api/reopt/dev/erp/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling https://developer.nrel.gov/api/reopt/dev/erp/0d42790a-0b79-4c61-8a6b-a33e1b5869ee/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag5_erp_results_add_gen.json\n" + ] + } + ], + "source": [ + "erp_add_gen_outputs_file_name = \"erp_tag5_erp_results_add_gen\"\n", + "erp_add_gen_outputs = get_api_results(post=post_erp_add_gen, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " erp_add_gen_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None,\n", + " ERP=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot ERP results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimal techs" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "cum_survival = erp_opt_techs_outputs[\"outputs\"][\"mean_cumulative_survival_by_duration\"]\n", + "final_survival_by_start = erp_opt_techs_outputs[\"outputs\"][\"cumulative_survival_final_time_step\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot cumulative survival vs outage duration" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generator added" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "cum_survival = erp_add_gen_outputs[\"outputs\"][\"mean_cumulative_survival_by_duration\"]\n", + "final_survival_by_start = erp_add_gen_outputs[\"outputs\"][\"cumulative_survival_final_time_step\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot marginal and cumulative survival on same plot vs outage duration" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Force in modified sizes and rerun REopt" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "reopt_post_revised = reopt_post_initial\n", + "reopt_post_revised[\"Generator\"][\"min_kw\"] = post_erp_add_gen[\"Generator\"][\"num_generators\"]*post_erp_add_gen[\"Generator\"][\"size_kw\"]\n", + "reopt_post_revised[\"Generator\"][\"max_kw\"] = post_erp_add_gen[\"Generator\"][\"num_generators\"]*post_erp_add_gen[\"Generator\"][\"size_kw\"]\n", + "reopt_post_revised[\"PV\"][\"min_kw\"] = reopt_initial_outputs[\"outputs\"][\"PV\"][\"size_kw\"]\n", + "reopt_post_revised[\"PV\"][\"max_kw\"] = reopt_initial_outputs[\"outputs\"][\"PV\"][\"size_kw\"]\n", + "reopt_post_revised[\"ElectricStorage\"][\"min_kw\"] = reopt_initial_outputs[\"outputs\"][\"ElectricStorage\"][\"size_kw\"]\n", + "reopt_post_revised[\"ElectricStorage\"][\"max_kw\"] = reopt_initial_outputs[\"outputs\"][\"ElectricStorage\"][\"size_kw\"]\n", + "reopt_post_revised[\"ElectricStorage\"][\"min_kwh\"] = reopt_initial_outputs[\"outputs\"][\"ElectricStorage\"][\"size_kwh\"]\n", + "reopt_post_revised[\"ElectricStorage\"][\"max_kwh\"] = reopt_initial_outputs[\"outputs\"][\"ElectricStorage\"][\"size_kwh\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from https://developer.nrel.gov/api/reopt/dev/job/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3.\n", + "main INFO Polling https://developer.nrel.gov/api/reopt/dev/job/ba4b82f8-f2bc-4560-966d-bc495bf25358/results/?api_key=30eStqyC1wlaSn5q89nYi4PkNQ6h1veqInY8xJR3 for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/erp_tag5_reopt_results_with_gen.json\n" + ] + } + ], + "source": [ + "reopt_revised_outputs_file_name = \"erp_tag5_reopt_results_revised\"\n", + "reopt_revised_outputs = get_api_results(post=reopt_post_revised, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(\n", + " outputs_path, \n", + " reopt_revised_outputs_file_name+\".json\"\n", + " ), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Summarize inital REopt optimization results" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LCC ($) = 14285028.7681\n", + "Capital Cost, Net ($) = 7648745.9036\n", + "PV size_kw = 4049.6685\n", + "ElectricStorage size_kw = 1001.21\n", + "ElectricStorage size_kwh = 7418.92\n", + "Generator size_kw = 3200.0\n" + ] + } + ], + "source": [ + "with open(os.path.join(outputs_path, reopt_revised_outputs_file_name + '.json'), 'rb') as handle:\n", + " reopt_revised_outputs = json.load(handle)\n", + " summarize_reopt_results(reopt_post_revised, reopt_revised_outputs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/erp_workflow.ipynb b/erp_workflow.ipynb new file mode 100644 index 0000000..e0210cb --- /dev/null +++ b/erp_workflow.ipynb @@ -0,0 +1,685 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run a REopt API evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = 'uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC' # REPLACE WITH YOUR API KEY" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load a previously saved API response .json file instead of running REopt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "response_json = 'results'\n", + "with open(os.path.join(outputs_path, response_json + '.json'), 'rb') as handle:\n", + " api_response = json.load(handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scenario Inputs (POST), if wanting to do a new API call" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "post_1 = {\n", + " \"Settings\": {\"run_bau\": False},\n", + " \"Site\": {\"longitude\": -118.1164613, \"latitude\": 34.5794343},\n", + " \"ElectricTariff\": {\"urdb_label\": \"5ed6c1a15457a3367add15ae\"},\n", + " \"PV\": {\"max_kw\": 0.0},\n", + " \"ElectricStorage\":{\"max_kw\": 0.0, \"max_kwh\": 0.0},\n", + " \"ElectricLoad\": {\n", + " \"blended_doe_reference_names\": [\"Hospital\", \"LargeOffice\"],\n", + " \"blended_doe_reference_percents\": [0.75, 0.25], \n", + " \"annual_kwh\": 876000.0\n", + " },\n", + " \"CoolingLoad\": {\n", + " \"doe_reference_name\": \"Hospital\",\n", + " \"annual_tonhour\": 5000.0\n", + " },\n", + " \"SpaceHeatingLoad\": {\n", + " \"doe_reference_name\": \"Hospital\",\n", + " \"annual_mmbtu\": 500.0\n", + " },\n", + " \"ExistingBoiler\": {\n", + " \"efficiency\": 0.72,\n", + " \"production_type\": \"steam\",\n", + " \"fuel_cost_per_mmbtu\": 10\n", + " },\n", + " \"ExistingChiller\": {\n", + " \"cop\": 3.4,\n", + " \"max_thermal_factor_on_peak_load\": 1.25\n", + " },\n", + " \"CHP\": {\n", + " \"prime_mover\": \"recip_engine\",\n", + " \"fuel_cost_per_mmbtu\": 10,\n", + " \"min_kw\": 100,\n", + " \"max_kw\": 100,\n", + " \"electric_efficiency_full_load\": 0.35,\n", + " \"electric_efficiency_half_load\": 0.35,\n", + " \"min_turn_down_fraction\": 0.1,\n", + " \"thermal_efficiency_full_load\": 0.45,\n", + " \"thermal_efficiency_half_load\": 0.45\n", + " }\n", + " }" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load in a custom electric rate generated from https://reopt.nrel.gov/tool/custom_tariffs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "load_electric_rate = \"PGE_E20\"\n", + "with open(os.path.join(rates_path, load_electric_rate + \".json\"), 'r') as fp:\n", + " rate_1 = json.load(fp)\n", + "post_1[\"Scenario\"][\"Site\"][\"ElectricTariff\"][\"urdb_response\"] = rate_1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the POST to a .json file for sharing or future loading in" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert python dictionary post into json and save to a .json file\n", + "post_save = post_1\n", + "post_name = \"post_1\"\n", + "with open(os.path.join(inputs_path, post_name + \".json\"), 'w') as fp:\n", + " json.dump(post_save, fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Or load in a saved .json file for the inputs/POST" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "load_post = \"dev_web_sample_site_resilience_with_generator_inputs\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_1 = json.load(fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST and poll (periodic GET request) the API to GET a new result, if not loading in a previous response. This may take a while!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note, the `api_url` in the `get_api_results` function below calls the **production server** hosted API (master/main branch/version, publicly accessible)\n", + "\n", + "#### For calling a locally-hosted (localhost) API, see:\n", + "- https://github.com/NREL/REopt_Lite_API/wiki/localhost-URLs-for-calling-locally-hosted-API\n", + "\n", + "#### For calling an API hosted on an NREL-internal server (only NREL users can access this), see:\n", + "- https://github.nrel.gov/REopt/API_scripts/wiki/API-URLs-for-NREL-internal-servers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://host.docker.internal:8000/dev/job/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC.\n", + "main INFO Polling http://host.docker.internal:8000/dev/job/82154a38-4f7e-49f0-b193-e2421b4864c7/results/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/cooling_load_outputs.json\n" + ] + } + ], + "source": [ + "## For development/TestRanch and staging servers, `branch_name` is the branch/version of the API to be inserted into the URL\n", + "branch_name = \"erp\"\n", + "### Development/TestRanch server\n", + "#root_url= \"https://\" + branch_name + \"-reopt-dev-api.its.nrel.gov/dev\"\n", + "# \"https://erp-reopt-dev-api.its.nrel.gov/dev\"\n", + "#root_url= \"https://reopt-dev-api.its.nrel.gov/dev\"\n", + "\n", + "#root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", + "root_url = \"http://host.docker.internal:8000/dev\"\n", + "\n", + "outputs_file_name = \"cooling_load_outputs\"\n", + "api_response = get_api_results(post=post_1, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(outputs_path, outputs_file_name + \".json\"), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'3f6d408a-67ba-4346-afbb-922de485151f'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"run_uuid\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "## For development/TestRanch and staging servers, `branch_name` is the branch/version of the API to be inserted into the URL\n", + "branch_name = \"erp\"\n", + "### Staging server\n", + "root_url= \"https://\" + branch_name + \"-reopt-stage-api.its.nrel.gov/dev\"\n", + "# run_uuid = api_response[\"run_uuid\"]\n", + "run_uuid = \"3f6d408a-67ba-4346-afbb-922de485151f\"\n", + "results_url = root_url + '/job/' + run_uuid + '/results/?api_key=' + API_KEY\n", + "resp = requests.get(url=results_url, verify=False)\n", + "api_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get summary of results" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'info': 'When using doe_reference_name or blended_doe_reference_names for ElectricLoad the year is set to 2017 because the DoE load profiles start on a Sunday.'}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"messages\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = -950615.65\n", + "Capital Cost, Net ($) = 4833402.2325\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'post_1' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [6]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m tech_list \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPV\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWind\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mElectricStorage\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCHP\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGenerator\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHotThermalStorage\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mColdThermalStorage\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAbsorptionChiller\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGHP\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNewBoiler\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSteamTurbine\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m tech \u001b[38;5;129;01min\u001b[39;00m tech_list:\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tech \u001b[38;5;129;01min\u001b[39;00m \u001b[43mpost_1\u001b[49m\u001b[38;5;241m.\u001b[39mkeys():\u001b[38;5;66;03m# and post_1[tech][\"max_kw\"]>0.0:\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tech \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPV\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mElectricStorage\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m post_1[tech][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_kw\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0.0\u001b[39m:\n", + "\u001b[0;31mNameError\u001b[0m: name 'post_1' is not defined" + ] + } + ], + "source": [ + "print(\"NPV ($) = \", api_response[\"outputs\"][\"Financial\"][\"npv\"])\n", + "print(\"Capital Cost, Net ($) = \", api_response[\"outputs\"][\"Financial\"][\"lifecycle_capital_costs\"])\n", + "tech_list = [\"PV\", \"Wind\", \"ElectricStorage\", \"CHP\", \"Generator\", \"HotThermalStorage\", \"ColdThermalStorage\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + "for tech in tech_list:\n", + " if tech in post_1.keys():# and post_1[tech][\"max_kw\"]>0.0:\n", + " if tech in [\"PV\", \"ElectricStorage\"]:\n", + " if post_1[tech][\"max_kw\"] > 0.0:\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1]) \n", + " elif tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " else:\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1]) " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['Financial', 'ElectricTariff', 'ElectricUtility', 'ElectricLoad', 'Site', 'PV', 'ElectricStorage', 'Generator'])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"outputs\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "pv_total_kw_series = [api_response[\"outputs\"][\"PV\"][\"year_one_to_load_series_kw\"][i] + \n", + " api_response[\"outputs\"][\"PV\"][\"year_one_to_battery_series_kw\"][i] + \n", + " api_response[\"outputs\"][\"PV\"][\"year_one_to_grid_series_kw\"][i] + \n", + " api_response[\"outputs\"][\"PV\"][\"year_one_curtailed_production_series_kw\"][i] for i in range(len(api_response[\"outputs\"][\"PV\"][\"year_one_to_load_series_kw\"]))]\n", + "pv_production_factor = [prod_kw / api_response[\"outputs\"][\"PV\"][\"size_kw\"] for prod_kw in pv_total_kw_series]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run the ERP tool with REopt results and inputs" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'3f6d408a-67ba-4346-afbb-922de485151f'" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_uuid" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "post_erp = {\n", + " \"reopt_run_uuid\": run_uuid, #api_response[\"run_uuid\"],\n", + " # \"generator_operational_availability\": 0.9998, \n", + " # \"generator_failure_to_start\" : 0.0066, \n", + " # \"generator_failure_to_run\" : 0.00157,\n", + " # \"num_generators\" : 1,\n", + " \"generator_size_kw\" : api_response[\"outputs\"][\"Generator\"][\"size_kw\"] or 100.0,\n", + " # \"num_battery_bins\" : 101,\n", + " # \"max_outage_duration\" : post_1[\"ElectricLoad\"][\"outage_end_time_step\"] - post_1[\"ElectricLoad\"][\"outage_start_time_step\"],\n", + " # \"battery_size_kw\" : api_response[\"outputs\"][\"ElectricStorage\"][\"size_kw\"],\n", + " # \"battery_size_kwh\" : api_response[\"outputs\"][\"ElectricStorage\"][\"size_kwh\"],\n", + " # \"pv_size_kw\" : api_response[\"outputs\"][\"PV\"][\"size_kw\"],\n", + " # \"pv_production_factor_series\": pv_production_factor,\n", + " # \"critical_loads_kw\": api_response[\"outputs\"][\"ElectricLoad\"][\"critical_load_series_kw\"]\n", + " \n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "#load_post = \"ERP_only_sim_post\"\n", + "load_post = \"ERP_REopt_sim_post\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_erp = json.load(fp)\n", + "post_erp[\"reopt_run_uuid\"] = api_response[\"run_uuid\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### POST to the ERP tool to run" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "erp_url_post = root_url + '/erp/' \n", + "resp = requests.post(url=erp_url_post, json=post_erp, verify=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "resp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### GET the ERP results" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'run_uuid'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [13]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m erp_uuid \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloads\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrun_uuid\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 2\u001b[0m erp_url_get \u001b[38;5;241m=\u001b[39m erp_url_post \u001b[38;5;241m+\u001b[39m erp_uuid \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/results/\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;66;03m#?api_key=' + API_KEY\u001b[39;00m\n\u001b[1;32m 3\u001b[0m resp \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(url\u001b[38;5;241m=\u001b[39merp_url_get, verify\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "\u001b[0;31mKeyError\u001b[0m: 'run_uuid'" + ] + } + ], + "source": [ + "erp_uuid = json.loads(resp.text)[\"run_uuid\"]\n", + "erp_url_get = erp_url_post + erp_uuid + '/results/' #?api_key=' + API_KEY\n", + "resp = requests.get(url=erp_url_get, verify=False)\n", + "erp_response = json.loads(resp.text)\n", + "erp_response" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ERP Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'https://erp-reopt-stage-api.its.nrel.gov/dev/erp/b6361ce0-5cf2-4e16-8bfe-d9d7f5eda6ce/results/'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "erp_url_get" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'mean_cumulative_survival_by_duration'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [36]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mticker\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mmtick\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m cum_survival \u001b[38;5;241m=\u001b[39m \u001b[43merp_response\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmean_cumulative_survival_by_duration\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m 4\u001b[0m mar_survival \u001b[38;5;241m=\u001b[39m erp_response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmean_marginal_survival_by_duration\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 5\u001b[0m max_duration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(cum_survival)\n", + "\u001b[0;31mKeyError\u001b[0m: 'mean_cumulative_survival_by_duration'" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as mtick\n", + "cum_survival = erp_response[\"mean_cumulative_survival_by_duration\"]\n", + "mar_survival = erp_response[\"mean_marginal_survival_by_duration\"]\n", + "max_duration = len(cum_survival)\n", + "outage_durations = range(1, max_duration + 1)\n", + "\n", + "#Creates line plots. As set up is plotting marginal and cumulative survival on same plot. \n", + "plt.plot(outage_durations, mar_survival, linestyle='-', label = \"Marginal survival\", color = \"black\")\n", + "plt.plot(outage_durations, cum_survival, linestyle='-', label = \"Cumulative survival\", color = \"red\")\n", + "plt.xlabel(\"Outage duration\")\n", + "plt.ylabel(\"Survival probability\")\n", + "plt.gca().yaxis.set_major_formatter(mtick.PercentFormatter(xmax=1.0))\n", + "plt.ylim([0,1])\n", + "plt.xlim([1,max_duration])\n", + "time_list = [120, 48, 24, 12, 8]\n", + "time_ticks = [12, 6, 3, 2, 1]\n", + "\n", + "tick_mark_step = 24\n", + "for i in range(len(time_list)):\n", + " if max_duration < time_list[i]:\n", + " tick_mark_step = time_ticks[i]\n", + "\n", + "plt.xticks(range(0, max_duration+1, tick_mark_step))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save API response into a JSON file for later use" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "response_save = api_response\n", + "file_name_to_save = \"response_1\"\n", + "with open(os.path.join(outputs_path, file_name_to_save + \".json\"), 'w') as fp:\n", + " json.dump(response_save, fp)" + ] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/gui_api_compare.ipynb b/gui_api_compare.ipynb new file mode 100644 index 0000000..8d6645a --- /dev/null +++ b/gui_api_compare.ipynb @@ -0,0 +1,491 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run a REopt API evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = 'uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC' # REPLACE WITH YOUR API KEY" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load a previously saved API response .json file instead of running REopt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "response_json = 'results'\n", + "with open(os.path.join(outputs_path, response_json + '.json'), 'rb') as handle:\n", + " api_response = json.load(handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scenario Inputs (POST), if wanting to do a new API call" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "post_1 = {\n", + " \"Site\": {\n", + " \"latitude\": 37.78,\n", + " \"longitude\": -122.45\n", + " },\n", + " \"ElectricLoad\": {\n", + " \"doe_reference_name\": \"Hospital\"\n", + " }, \n", + " \"CoolingLoad\": {\n", + " \"doe_reference_name\": \"LargeOffice\"\n", + " }, \n", + " \"ElectricTariff\": {\n", + " \"blended_annual_energy_rate\": 0.1,\n", + " \"blended_annual_demand_rate\": 10\n", + " },\n", + " \"ExistingChiller\": {\n", + " },\n", + " \"PV\": {\n", + " \"max_kw\": 0\n", + " }, \n", + " \"ElectricStorage\": {\n", + " \"max_kwh\": 0,\n", + " \"max_kw\": 0\n", + " } \n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load in a custom electric rate generated from https://reopt.nrel.gov/tool/custom_tariffs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "load_electric_rate = \"PGE_E20\"\n", + "with open(os.path.join(rates_path, load_electric_rate + \".json\"), 'r') as fp:\n", + " rate_1 = json.load(fp)\n", + "post_1[\"Scenario\"][\"Site\"][\"ElectricTariff\"][\"urdb_response\"] = rate_1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the POST to a .json file for sharing or future loading in" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert python dictionary post into json and save to a .json file\n", + "post_save = post_1\n", + "post_name = \"post_1\"\n", + "with open(os.path.join(inputs_path, post_name + \".json\"), 'w') as fp:\n", + " json.dump(post_save, fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Or load in a saved .json file for the inputs/POST" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "load_post = \"gui_inputs\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_1 = json.load(fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST and poll (periodic GET request) the API to GET a new result, if not loading in a previous response. This may take a while!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note, the `api_url` in the `get_api_results` function below calls the **production server** hosted API (master/main branch/version, publicly accessible)\n", + "\n", + "#### For calling a locally-hosted (localhost) API, see:\n", + "- https://github.com/NREL/REopt_Lite_API/wiki/localhost-URLs-for-calling-locally-hosted-API\n", + "\n", + "#### For calling an API hosted on an NREL-internal server (only NREL users can access this), see:\n", + "- https://github.nrel.gov/REopt/API_scripts/wiki/API-URLs-for-NREL-internal-servers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from https://developer.nrel.gov/api/reopt/stable/job/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC.\n", + "main INFO Polling https://developer.nrel.gov/api/reopt/stable/job/5a738ec3-91e3-45ee-9823-742709af4cb2/results/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/gui_api_compare_results.json\n" + ] + } + ], + "source": [ + "outputs_file_name = \"gui_api_compare_results\"\n", + "root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", + "api_response = get_api_results(post=post_1, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(outputs_path, outputs_file_name + \".json\"), \n", + " run_id=None)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "run_uuid = api_response[\"run_uuid\"]\n", + "results_url = root_url + '/job/' + run_uuid + '/results/?api_key=' + API_KEY\n", + "resp = requests.get(url=results_url, verify=False)\n", + "api_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get summary of results" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['Financial', 'ElectricTariff', 'ElectricUtility', 'ElectricLoad', 'Site', 'PV', 'ExistingChiller'])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"outputs\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = 5189038.0\n", + "Capital Cost, Net ($) = 5277815.92\n", + "PV size_kw = 3386.7679\n", + "Wind size_kw = 0.0\n", + "Storage size_kw = 677.89461376123\n", + "Storage size_kwh = 4770.8254910694795\n", + "Generator size_kw = 0.0\n" + ] + } + ], + "source": [ + "print(\"NPV ($) = \", api_response[\"outputs\"][\"Scenario\"][\"Site\"][\"Financial\"][\"npv_us_dollars\"])\n", + "print(\"Capital Cost, Net ($) = \", api_response[\"outputs\"][\"Scenario\"][\"Site\"][\"Financial\"][\"net_capital_costs\"])\n", + "tech_list = [\"PV\", \"Wind\", \"Storage\", \"CHP\", \"Generator\", \"HotTES\", \"ColdTES\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + "for tech in tech_list:\n", + " if tech in post_1[\"Scenario\"][\"Site\"].keys():\n", + " if tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", api_response[\"outputs\"][\"Scenario\"][\"Site\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", api_response[\"outputs\"][\"Scenario\"][\"Site\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][\"Scenario\"][\"Site\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])\n", + " elif tech in [\"PV\", \"Storage\"]:\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][\"Scenario\"][\"Site\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Here are some results keys examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['run_uuid', 'api_version', 'user_uuid', 'webtool_uuid', 'job_type', 'status', 'created', 'reopt_version', 'inputs', 'outputs', 'messages'])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'optimal'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"status\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Financial\n", + "ElectricTariff\n", + "ElectricUtility\n", + "ElectricLoad\n", + "Site\n", + "PV\n", + "ExistingChiller\n" + ] + } + ], + "source": [ + "for k in api_response[\"outputs\"].keys():\n", + " print(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"outputs\"][\"ElectricLoad\"][\"bau_critical_load_met\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save API response into a JSON file for later use" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "response_save = api_response\n", + "file_name_to_save = \"response_1\"\n", + "with open(os.path.join(outputs_path, file_name_to_save + \".json\"), 'w') as fp:\n", + " json.dump(response_save, fp)" + ] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "vscode": { + "interpreter": { + "hash": "064a1ac815c0d9f25e86acebb5c507fe3e20a260c4570eb7ff5dba8115542f99" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/inputs/ERP_REopt_opt_post.json b/inputs/ERP_REopt_opt_post.json new file mode 100644 index 0000000..7c2e5ef --- /dev/null +++ b/inputs/ERP_REopt_opt_post.json @@ -0,0 +1,61 @@ +{ + "Site": { + "longitude": -118.1164613, + "latitude": 34.5794343, + "roof_squarefeet": 5000.0, + "land_acres": 1.0, + "node": 3 + }, + "PV": { + "min_kw": 0, + "max_kw": 100000000, + "macrs_bonus_fraction": 0.4, + "installed_cost_per_kw": 2000.0, + "tilt": 34.579, + "degradation_fraction": 0.005, + "macrs_option_years": 5, + "federal_itc_fraction": 0.3, + "module_type": 0, + "array_type": 1, + "om_cost_per_kw": 16.0, + "macrs_itc_reduction": 0.5, + "azimuth": 180.0, + "federal_rebate_per_kw": 350.0 + }, + "Generator": { + "min_kw": 0, + "max_kw": 100000000 + }, + "ElectricLoad": { + "doe_reference_name": "RetailStore", + "annual_kwh": 10000000.0, + "year": 2017 + }, + "ElectricStorage": { + "min_kw": 0, + "max_kw": 100000000, + "min_kwh": 0, + "max_kwh": 100000000, + "total_rebate_per_kw": 100.0, + "macrs_option_years": 5, + "can_grid_charge": true, + "macrs_bonus_fraction": 0.4, + "replace_cost_per_kw": 460.0, + "replace_cost_per_kwh": 230.0, + "installed_cost_per_kw": 1000.0, + "installed_cost_per_kwh": 500.0, + "total_itc_fraction": 0.0 + }, + "ElectricTariff": { + "urdb_label": "5ed6c1a15457a3367add15ae" + }, + "Financial": { + "elec_cost_escalation_rate_fraction": 0.026, + "offtaker_discount_rate_fraction": 0.081, + "owner_discount_rate_fraction": 0.081, + "analysis_years": 20, + "offtaker_tax_rate_fraction": 0.4, + "owner_tax_rate_fraction": 0.4, + "om_cost_escalation_rate_fraction": 0.025 + } + } \ No newline at end of file diff --git a/inputs/ERP_REopt_post.json b/inputs/ERP_REopt_post.json new file mode 100644 index 0000000..e69de29 diff --git a/inputs/ERP_REopt_sim_post.json b/inputs/ERP_REopt_sim_post.json new file mode 100644 index 0000000..0dcae8e --- /dev/null +++ b/inputs/ERP_REopt_sim_post.json @@ -0,0 +1,76 @@ +{ + "generator_operational_availability": 0.9998, + "generator_failure_to_start" : 0.0066, + "generator_failure_to_run" : 0.00157, + "num_generators" : 2, + "generator_size_kw" : 200.0, + "num_battery_bins" : 101, + "max_outage_duration" : 96, + "battery_size_kw" : 506.0, + "battery_size_kwh" : 2306.0, + "pv_size_kw" : 2552.0, + "critical_loads_kw": [ + 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+ } + + \ No newline at end of file diff --git a/inputs/Scenario_POST1.json b/inputs/Scenario_POST1.json deleted file mode 100644 index 793d022..0000000 --- a/inputs/Scenario_POST1.json +++ /dev/null @@ -1,37 +0,0 @@ -{"Scenario": { - "time_steps_per_hour": 1, - "description": "existing PV with custom utility rates analysis", - "Site": { - "latitude": 35.2468, - "longitude": -91.7337, - - "LoadProfile": { - "doe_reference_name": "MidriseApartment", - "annual_kwh": 259525, - "year": 2017 - }, - - "ElectricTariff": { - "urdb_rate_name": "custom", - "blended_monthly_rates_us_dollars_per_kwh": [0.15, 0.2, 0.21, 0.23, 0.27, 0.19, 0.22, 0.17, 0.24, 0.26, 0.18,0.2], - "blended_monthly_demand_charges_us_dollars_per_kw": [10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10] - }, - - "PV": { - "max_kw": "800", - "existing_kw" : "200" - - }, - - "Storage": { - "max_kw": 500, - "max_kwh": 900 - }, - - "Wind": { - "max_kw": 0, - "max_kwh": 0 - } - } - } - } \ No newline at end of file diff --git a/inputs/Scenario_POST2.json b/inputs/Scenario_POST2.json deleted file mode 100644 index a671038..0000000 --- a/inputs/Scenario_POST2.json +++ /dev/null @@ -1,37 +0,0 @@ -{"Scenario": { - "time_steps_per_hour": 1, - "description": "Wind with high utilty rates analysis", - "Site": { - "latitude": 39.7392, - "longitude": -104.99, - - "LoadProfile": { - "doe_reference_name": "LargeOffice", - "annual_kwh": 500000, - "year": 2017 - }, - - "ElectricTariff": { - "urdb_rate_name": "custom", - "blended_monthly_rates_us_dollars_per_kwh": [0.65, 0.52, 0.51, 0.43, 0.77, 0.69, 0.42, 0.47, 0.44, 0.36, 0.28,0.22], - "blended_monthly_demand_charges_us_dollars_per_kw": [10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10] - }, - - "PV": { - "max_kw": "0", - "existing_kw" : "0" - - }, - - "Storage": { - "max_kw": 500, - "max_kwh": 900 - }, - - "Wind": { - "max_kw": 150 - - } - } - } - } \ No newline at end of file diff --git a/inputs/Scenario_POST3.json b/inputs/Scenario_POST3.json deleted file mode 100644 index d9f4a25..0000000 --- a/inputs/Scenario_POST3.json +++ /dev/null @@ -1,1439 +0,0 @@ -{ - "Scenario": { - "description": "Detailed utility tariff with PV analysis", - "Site": { - "address": null, - "latitude": 39.7392, - "longitude": -104.99, - "land_acres": null, - "roof_squarefeet": null, - "Financial": { - "om_cost_escalation_pct": null, - "escalation_pct": null, - "owner_tax_pct": null, - "offtaker_tax_pct": null, - "owner_discount_pct": null, - "offtaker_discount_pct": null, - "analysis_years": null, - "value_of_lost_load_us_dollars_per_kwh": null, - "microgrid_upgrade_cost_pct": null - }, - "LoadProfile": { - "doe_reference_name": "RetailStore", - "annual_kwh": 1000000, - "year": null, - "loads_kw": null, - "critical_loads_kw": null, - "outage_start_hour": null, - "outage_end_hour": null, - "critical_load_pct": null, - "outage_is_major_event": true - }, - "ElectricTariff": { - "urdb_response": { - "energyweekdayschedule": [ - [ - 3, - 3, - 3, - 3, - 3, - 3, - 3, - 3, - 3, - 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"urdb_rate_name": "custom", - "blended_monthly_rates_us_dollars_per_kwh": [0.15, 0.2, 0.21, 0.23, 0.27, 0.19, 0.22, 0.17, 0.24, 0.26, 0.18,0.2], - "blended_monthly_demand_charges_us_dollars_per_kw": [0.08, 0.11, 0, 0, 0.15, 0.14, 0.09, 0.06, 0, 0, 0.05, 0] - }, - - "PV": { - "max_kw": "200", - "existing_kw" : "0" - - }, - - "Storage": { - "max_kw": 0, - "max_kwh": 0 - }, - - "Wind": { - "max_kw": 0, - "max_kwh": 0 - } - } - } - } \ No newline at end of file diff --git a/inputs/dev_web_sample_site_resilience_with_generator_inputs.json b/inputs/dev_web_sample_site_resilience_with_generator_inputs.json new file mode 100644 index 0000000..5ee1797 --- /dev/null +++ b/inputs/dev_web_sample_site_resilience_with_generator_inputs.json @@ -0,0 +1,29 @@ +{ + "Settings": { + "optimality_tolerance_techs": 0.001 + }, + "Site": { + "address": "San Francisco CA", + "latitude": "37.7749295", + "longitude": "-122.4194155" + }, + "ElectricLoad": { + "doe_reference_name": "Hospital", + "annual_kwh": 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A maximum of fifteen (15) PDP events and a minimum of nine (9) PDP events may be called in any calendar year.", + "source": "https://www.pge.com/tariffs/assets/pdf/tariffbook/ELEC_SCHEDS_E-20.pdf", + "sourceparent": "https://www.pge.com/tariffs/index.page", + "basicinformationcomments": "The fixed monthly charge include the customer charge mandatory ($32.85421*365/12). 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a/outputs/dev_web_sample_results.json b/outputs/dev_web_sample_results.json new file mode 100644 index 0000000..0e75624 --- /dev/null +++ b/outputs/dev_web_sample_results.json @@ -0,0 +1 @@ +{"run_uuid": "d0aef68e-f475-4fa0-a45d-6e935329d774", "api_version": 3, "user_uuid": "", "webtool_uuid": "", "job_type": "Internal NREL", "status": "optimal", "created": "2022-10-10T20:34:50.616Z", "reopt_version": "0.18.0", "inputs": {"Financial": {"analysis_years": 25, "elec_cost_escalation_rate_fraction": 0.023, "offtaker_discount_rate_fraction": 0.083, "offtaker_tax_rate_fraction": 0.26, "om_cost_escalation_rate_fraction": 0.025, "owner_discount_rate_fraction": 0.083, "owner_tax_rate_fraction": 0.26, "third_party_ownership": false, "value_of_lost_load_per_kwh": 100.0, "microgrid_upgrade_cost_fraction": 0.3, "offgrid_other_capital_costs": 0.0, "offgrid_other_annual_costs": 0.0, "CO2_cost_per_tonne": 51.0, "CO2_cost_escalation_rate_fraction": 0.042173, "NOx_grid_cost_per_tonne": 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"year_one_variable_om_cost_before_tax": 0.0, "year_one_variable_om_cost_bau": null, "year_one_fuel_cost_before_tax": 3994.07, "year_one_fuel_cost_bau": null, "year_one_fixed_om_cost_before_tax": 9990.0, "year_one_fixed_om_cost_bau": null, "lifecycle_variable_om_cost_after_tax": 0.0, "lifecycle_variable_om_cost_bau": null, "lifecycle_fuel_cost_after_tax": 39829.78, "lifecycle_fuel_cost_bau": null, "lifecycle_fixed_om_cost_after_tax": 97649.0, "lifecycle_fixed_om_cost_bau": null, "year_one_emissions_lb_C02": null, "year_one_emissions_bau_lb_C02": null}}, "messages": {"info": "When using doe_reference_name or blended_doe_reference_names for ElectricLoad the year is set to 2017 because the DoE load profiles start on a Sunday."}} diff --git a/outputs/erp_tag3_reopt_results_rounded.json b/outputs/erp_tag3_reopt_results_rounded.json new file mode 100644 index 0000000..3ca0a50 --- /dev/null +++ b/outputs/erp_tag3_reopt_results_rounded.json @@ -0,0 +1 @@ +{"run_uuid": 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chp.tech_sizes_for_cost_curve vector of equal length to chp.installed_cost_per_kw"]}, "warnings": {}}} \ No newline at end of file diff --git a/outputs/gui_api_compare_results.json b/outputs/gui_api_compare_results.json new file mode 100644 index 0000000..d4bfcb7 --- /dev/null +++ b/outputs/gui_api_compare_results.json @@ -0,0 +1 @@ +{"outputs": {"Scenario": {"api_version": "version 2.0.0", "status": "optimal", "lower_bound": 15914992.0, "optimality_gap": 1.626816240961385e-14, "run_uuid": "5a738ec3-91e3-45ee-9823-742709af4cb2", "Site": {"outdoor_air_temp_degF": [], "renewable_electricity_energy_pct": null, "lifecycle_emissions_reduction_CO2_pct": 0.561207, "breakeven_cost_of_emissions_reduction_us_dollars_per_tCO2": null, "annual_renewable_electricity_pct": 0.561784, "annual_renewable_electricity_kwh": 4355406.6, "annual_renewable_electricity_pct_bau": 0.0, "annual_renewable_electricity_kwh_bau": 0.0, "annual_total_renewable_energy_pct": 0.561784, 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false, "include_climate_in_objective": false, "include_health_in_objective": false}}, "messages": {"warnings": "{'Default values used for the following:': {'Scenario': 'timeout_seconds AND time_steps_per_hour AND optimality_tolerance_bau AND add_soc_incentive', 'Scenario>Site': 'outdoor_air_temp_degF AND elevation_ft', 'Scenario>Site>Financial': 'om_cost_escalation_pct AND escalation_pct AND generator_fuel_escalation_pct AND boiler_fuel_escalation_pct AND chp_fuel_escalation_pct AND newboiler_fuel_escalation_pct AND offtaker_tax_pct AND offtaker_discount_pct AND third_party_ownership AND owner_tax_pct AND owner_discount_pct AND analysis_years AND value_of_lost_load_us_dollars_per_kwh AND microgrid_upgrade_cost_pct AND other_capital_costs_us_dollars AND other_annual_costs_us_dollars_per_year AND co2_cost_us_dollars_per_tonne AND co2_cost_escalation_pct AND owner_discount_pct AND owner_tax_pct', 'Scenario>Site>LoadProfile': 'percent_share AND year AND loads_kw_is_net AND critical_loads_kw_is_net AND critical_load_pct AND outage_is_major_event AND min_load_met_pct AND sr_required_pct', 'Scenario>Site>LoadProfileBoilerFuel': 'addressable_load_fraction AND loads_mmbtu_per_hour', 'Scenario>Site>ElectricTariff': 'add_blended_rates_to_urdb_rate AND add_tou_energy_rates_to_urdb_rate AND net_metering_limit_kw AND interconnection_limit_kw AND wholesale_rate_us_dollars_per_kwh AND wholesale_rate_above_site_load_us_dollars_per_kwh AND emissions_factor_CO2_pct_decrease AND emissions_factor_NOx_pct_decrease AND emissions_factor_SO2_pct_decrease AND emissions_factor_PM25_pct_decrease AND chp_standby_rate_us_dollars_per_kw_per_month AND chp_does_not_reduce_demand_charges', 'Scenario>Site>FuelTariff': 'existing_boiler_fuel_type AND boiler_fuel_blended_annual_rates_us_dollars_per_mmbtu AND boiler_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND boiler_fuel_percent_RE AND chp_fuel_type AND chp_fuel_blended_annual_rates_us_dollars_per_mmbtu AND chp_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND newboiler_fuel_type AND newboiler_fuel_percent_RE AND newboiler_fuel_blended_annual_rates_us_dollars_per_mmbtu AND newboiler_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND chp_fuel_percent_RE', 'Scenario>Site>Wind': 'min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_wholesale AND can_export_beyond_site_load AND can_curtail', 'Scenario>Site>PV': 'existing_kw AND min_kw AND max_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND degradation_pct AND azimuth AND losses AND gcr AND dc_ac_ratio AND inv_eff AND radius AND tilt AND location AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND sr_required_pct', 'Scenario>Site>Storage': 'min_kw AND max_kw AND min_kwh AND max_kwh AND internal_efficiency_pct AND inverter_efficiency_pct AND rectifier_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_kw AND installed_cost_us_dollars_per_kwh AND replace_cost_us_dollars_per_kw AND replace_cost_us_dollars_per_kwh AND inverter_replacement_year AND battery_replacement_year AND macrs_itc_reduction AND total_itc_pct AND total_rebate_us_dollars_per_kw AND total_rebate_us_dollars_per_kwh', 'Scenario>Site>Generator': 'existing_kw AND min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kwh AND diesel_fuel_cost_us_dollars_per_gallon AND fuel_slope_gal_per_kwh AND fuel_intercept_gal_per_hr AND fuel_avail_gal AND min_turn_down_pct AND generator_fuel_percent_RE AND generator_only_runs_during_grid_outage AND generator_sells_energy_back_to_grid AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND useful_life_years', 'Scenario>Site>CHP': 'min_kw AND om_cost_us_dollars_per_kw AND om_cost_us_dollars_per_hr_per_kw_rated AND supplementary_firing_capital_cost_per_kw AND supplementary_firing_max_steam_ratio AND supplementary_firing_efficiency AND use_default_derate AND max_derate_factor AND derate_start_temp_degF AND derate_slope_pct_per_degF AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND can_supply_steam_turbine', 'Scenario>Site>ColdTES': 'min_gal AND max_gal AND chilled_supply_water_temp_degF AND warmed_return_water_temp_degF AND internal_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_gal AND thermal_decay_rate_fraction AND om_cost_us_dollars_per_gal AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>HotTES': 'min_gal AND max_gal AND hot_supply_water_temp_degF AND cooled_return_water_temp_degF AND internal_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_gal AND thermal_decay_rate_fraction AND om_cost_us_dollars_per_gal AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>Boiler': 'max_thermal_factor_on_peak_load AND can_supply_steam_turbine', 'Scenario>Site>ElectricChiller': 'max_thermal_factor_on_peak_load', 'Scenario>Site>AbsorptionChiller': 'min_ton AND max_ton AND chiller_elec_cop AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>NewBoiler': 'min_mmbtu_per_hr AND max_mmbtu_per_hr AND boiler_efficiency AND can_supply_steam_turbine AND installed_cost_us_dollars_per_mmbtu_per_hr AND om_cost_us_dollars_per_mmbtu_per_hr AND om_cost_us_dollars_per_mmbtu AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>SteamTurbine': 'min_kw AND max_kw AND is_condensing AND outlet_steam_min_vapor_fraction AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>GHP': 'require_ghp_purchase AND installed_cost_heatpump_us_dollars_per_ton AND heatpump_capacity_sizing_factor_on_peak_load AND installed_cost_ghx_us_dollars_per_ft AND installed_cost_building_hydronic_loop_us_dollars_per_sqft AND om_cost_us_dollars_per_sqft_year AND can_serve_dhw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_ton AND state_rebate_us_dollars_per_ton AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_ton AND utility_rebate_max_us_dollars', 'Scenario>Site>LoadProfileChillerThermal': 'loads_ton'}, 'Deprecations': ['The sustain_hours output will be deprecated soon in favor of bau_sustained_time_steps.', 'outage_start_hour and outage_end_hour will be deprecated soon in favor of outage_start_time_step and outage_end_time_step', 'Avoided outage costs will be deprecated soon from the /results endpoint, but retained at the /resilience_stats endpoint']}"}} \ No newline at end of file diff --git a/outputs/results_file.json b/outputs/results_file.json new file mode 100644 index 0000000..95ac04a --- /dev/null +++ b/outputs/results_file.json @@ -0,0 +1 @@ +{"outputs": {"Scenario": {"api_version": "version 2.0.0", "status": "optimal", "lower_bound": 15914992.0, "optimality_gap": 1.626816240961385e-14, "run_uuid": "c46d8086-d964-4b63-b7f3-d51cf9bfb697", "Site": {"outdoor_air_temp_degF": [], "renewable_electricity_energy_pct": null, "lifecycle_emissions_reduction_CO2_pct": 0.561207, "breakeven_cost_of_emissions_reduction_us_dollars_per_tCO2": null, "annual_renewable_electricity_pct": 0.561784, "annual_renewable_electricity_kwh": 4355406.6, "annual_renewable_electricity_pct_bau": 0.0, "annual_renewable_electricity_kwh_bau": 0.0, "annual_total_renewable_energy_pct": 0.561784, "annual_total_renewable_energy_pct_bau": 0.0, "year_one_emissions_tCO2": 1687.73, "year_one_emissions_tNOx": 0.6, "year_one_emissions_tSO2": 0.12, "year_one_emissions_tPM25": 0.07, "year_one_emissions_tCO2_bau": 3846.29, "year_one_emissions_tNOx_bau": 1.26, "year_one_emissions_tSO2_bau": 0.25, "year_one_emissions_tPM25_bau": 0.14, "year_one_emissions_from_fuelburn_tCO2": 0.0, "year_one_emissions_from_fuelburn_tNOx": 0.0, "year_one_emissions_from_fuelburn_tSO2": 0.0, "year_one_emissions_from_fuelburn_tPM25": 0.0, "year_one_emissions_from_fuelburn_tCO2_bau": 0.0, "year_one_emissions_from_fuelburn_tNOx_bau": 0.0, "year_one_emissions_from_fuelburn_tSO2_bau": 0.0, "year_one_emissions_from_fuelburn_tPM25_bau": 0.0, "lifecycle_emissions_cost_CO2": 1573364.27, "lifecycle_emissions_cost_CO2_bau": 3585662.78, "lifecycle_emissions_cost_Health": 682647.15, "lifecycle_emissions_cost_Health_bau": 1465810.0, "lifecycle_emissions_tCO2": 36319.65, "lifecycle_emissions_tNOx": 12.87, "lifecycle_emissions_tSO2": 2.55, "lifecycle_emissions_tPM25": 1.41, "lifecycle_emissions_tCO2_bau": 82771.68, "lifecycle_emissions_tNOx_bau": 27.08, "lifecycle_emissions_tSO2_bau": 5.34, "lifecycle_emissions_tPM25_bau": 3.09, "lifecycle_emissions_from_fuelburn_tCO2": 0.0, "lifecycle_emissions_from_fuelburn_tNOx": 0.0, "lifecycle_emissions_from_fuelburn_tSO2": 0.0, "lifecycle_emissions_from_fuelburn_tPM25": 0.0, "lifecycle_emissions_from_fuelburn_tCO2_bau": 0.0, "lifecycle_emissions_from_fuelburn_tNOx_bau": 0.0, "lifecycle_emissions_from_fuelburn_tSO2_bau": 0.0, "lifecycle_emissions_from_fuelburn_tPM25_bau": 0.0, "Financial": {"lcc_us_dollars": 15918379.0, "lcc_bau_us_dollars": 21107417.0, "npv_us_dollars": 5189038.0, "net_capital_costs_plus_om_us_dollars": 6014497.0, "avoided_outage_costs_us_dollars": null, "microgrid_upgrade_cost_us_dollars": 1583344.7759999998, "net_capital_costs": 5277815.92, "net_om_us_dollars_bau": 0.0, "initial_capital_costs": 7768183.11, "replacement_costs": 1347855.24, "om_and_replacement_present_cost_after_tax_us_dollars": 1312904.6, "initial_capital_costs_after_incentives": 4701592.32, "total_om_costs_us_dollars": 736681.0, "total_om_costs_bau_us_dollars": 0.0, "year_one_om_costs_us_dollars": 42606.0, "year_one_om_costs_before_tax_us_dollars": 57575.0, "year_one_om_costs_before_tax_bau_us_dollars": 0.0, "simple_payback_years": 6.4982, "irr_pct": 0.138, "net_present_cost_us_dollars": null, "annualized_payment_to_third_party_us_dollars": null, "offtaker_annual_free_cashflow_series_us_dollars": [-7768183.11, 2571972.85, -680307.07, -693501.48, -706953.29, -720667.58, -734649.49, 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"state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true}, "PV": {"pv_name": null, "existing_kw": 0.0, "min_kw": 0.0, "max_kw": 1000000000.0, "installed_cost_us_dollars_per_kw": 1592.0, "om_cost_us_dollars_per_kw": 17.0, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.26, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "degradation_pct": 0.005, "azimuth": 180.0, "losses": 0.14, "array_type": 0, "module_type": 0, "gcr": 0.4, "dc_ac_ratio": 1.2, "inv_eff": 0.96, "radius": 0.0, "tilt": 37.7749295, "location": "both", "prod_factor_series_kw": [], "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true, "sr_required_pct": 0.0}, "Storage": {"min_kw": 0.0, "max_kw": 1000000.0, "min_kwh": 0.0, "max_kwh": 1000000.0, "internal_efficiency_pct": 0.975, "inverter_efficiency_pct": 0.96, "rectifier_efficiency_pct": 0.96, "soc_min_pct": 0.2, "soc_init_pct": 0.5, "canGridCharge": true, "installed_cost_us_dollars_per_kw": 775.0, "installed_cost_us_dollars_per_kwh": 388.0, "replace_cost_us_dollars_per_kw": 440.0, "replace_cost_us_dollars_per_kwh": 220.0, "inverter_replacement_year": 10, "battery_replacement_year": 10, "macrs_option_years": 7, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "total_itc_pct": 0.0, "total_rebate_us_dollars_per_kw": 0, "total_rebate_us_dollars_per_kwh": 0}, "Generator": {"existing_kw": 0.0, "min_kw": 0.0, "max_kw": 0.0, "installed_cost_us_dollars_per_kw": 500.0, "om_cost_us_dollars_per_kw": 10.0, "om_cost_us_dollars_per_kwh": 0.0, "diesel_fuel_cost_us_dollars_per_gallon": 3.0, "fuel_slope_gal_per_kwh": 0.076, "fuel_intercept_gal_per_hr": 0.0, "fuel_avail_gal": 660.0, "min_turn_down_pct": 0.0, "generator_fuel_percent_RE": 0.0, "generator_only_runs_during_grid_outage": true, "generator_sells_energy_back_to_grid": false, "macrs_option_years": 0, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.0, "federal_itc_pct": 0.0, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 0.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 0.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 0.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 0.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 0.0, "pbi_years": 0.0, "pbi_system_max_kw": 0.0, "emissions_factor_lb_CO2_per_gal": 22.51, "emissions_factor_lb_NOx_per_gal": 0.0775544, "emissions_factor_lb_SO2_per_gal": 0.040020476, "emissions_factor_lb_PM25_per_gal": 0.0, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "useful_life_years": 25.0}, "CHP": {"prime_mover": null, "size_class": null, "min_kw": 0.0, "max_kw": 0.0, "min_allowable_kw": null, "om_cost_us_dollars_per_kw": 0.0, "om_cost_us_dollars_per_kwh": null, "om_cost_us_dollars_per_hr_per_kw_rated": 0.0, "elec_effic_full_load": null, "elec_effic_half_load": null, "min_turn_down_pct": null, "thermal_effic_full_load": null, "thermal_effic_half_load": null, "supplementary_firing_capital_cost_per_kw": 150.0, "supplementary_firing_max_steam_ratio": 1.0, "supplementary_firing_efficiency": 0.92, "use_default_derate": true, "max_derate_factor": 1.0, "derate_start_temp_degF": 95.0, "derate_slope_pct_per_degF": 0.0, "chp_unavailability_periods": null, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 10000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "emissions_factor_lb_NOx_per_mmbtu": 0.09139, "emissions_factor_lb_SO2_per_mmbtu": 0.000578592, "emissions_factor_lb_PM25_per_mmbtu": 0.007328833, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "cooling_thermal_factor": null, "can_supply_steam_turbine": false}, "ColdTES": {"min_gal": 0.0, "max_gal": 0.0, "chilled_supply_water_temp_degF": 44.0, "warmed_return_water_temp_degF": 56.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "HotTES": {"min_gal": 0.0, "max_gal": 0.0, "hot_supply_water_temp_degF": 180.0, "cooled_return_water_temp_degF": 160.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "Boiler": {"max_thermal_factor_on_peak_load": 1.25, "existing_boiler_production_type_steam_or_hw": "hot_water", "boiler_efficiency": 0.8, "can_supply_steam_turbine": false, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "emissions_factor_lb_NOx_per_mmbtu": 0.09139, "emissions_factor_lb_SO2_per_mmbtu": 0.000578592, "emissions_factor_lb_PM25_per_mmbtu": 0.007328833}, "ElectricChiller": {"max_thermal_factor_on_peak_load": 1.25}, "AbsorptionChiller": {"min_ton": 0.0, "max_ton": 0.0, "chiller_cop": 0.74, "chiller_elec_cop": 14.1, "installed_cost_us_dollars_per_ton": null, "om_cost_us_dollars_per_ton": null, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "NewBoiler": {"min_mmbtu_per_hr": 0.0, "max_mmbtu_per_hr": 0.0, "boiler_efficiency": 0.8, "can_supply_steam_turbine": true, "installed_cost_us_dollars_per_mmbtu_per_hr": 293000.0, "om_cost_us_dollars_per_mmbtu_per_hr": 2930.0, "om_cost_us_dollars_per_mmbtu": 0.0, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "emissions_factor_lb_NOx_per_mmbtu": 0.09139, "emissions_factor_lb_SO2_per_mmbtu": 0.000578592, "emissions_factor_lb_PM25_per_mmbtu": 0.007328833, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "SteamTurbine": {"size_class": null, "min_kw": 0.0, "max_kw": 0.0, "electric_produced_to_thermal_consumed_ratio": null, "thermal_produced_to_thermal_consumed_ratio": null, "is_condensing": false, "inlet_steam_pressure_psig": null, "inlet_steam_temperature_degF": null, "inlet_steam_superheat_degF": null, "outlet_steam_pressure_psig": null, "outlet_steam_min_vapor_fraction": 0.8, "isentropic_efficiency": null, "gearbox_generator_efficiency": null, "net_to_gross_electric_ratio": null, "installed_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kwh": null, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "GHP": {"require_ghp_purchase": false, "installed_cost_heatpump_us_dollars_per_ton": 1075.0, "heatpump_capacity_sizing_factor_on_peak_load": 1.1, "installed_cost_ghx_us_dollars_per_ft": 14.0, "installed_cost_building_hydronic_loop_us_dollars_per_sqft": 1.7, "om_cost_us_dollars_per_sqft_year": -0.51, "building_sqft": null, "space_heating_efficiency_thermal_factor": null, "cooling_efficiency_thermal_factor": null, "can_serve_dhw": false, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_ton": 0.0, "state_rebate_us_dollars_per_ton": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_ton": 0.0, "utility_rebate_max_us_dollars": 10000000000.0}}, "timeout_seconds": 420, "user_uuid": null, "description": null, "time_steps_per_hour": 1, "webtool_uuid": "1fa61cde-e4d7-40ca-aeb2-fcad7bbfa579", "optimality_tolerance_bau": 0.001, "optimality_tolerance_techs": 0.001, "add_soc_incentive": true, "off_grid_flag": false, "include_climate_in_objective": false, "include_health_in_objective": false}}, "messages": {"warnings": "{'Default values used for the following:': {'Scenario': 'timeout_seconds AND time_steps_per_hour AND optimality_tolerance_bau AND add_soc_incentive', 'Scenario>Site': 'outdoor_air_temp_degF AND elevation_ft', 'Scenario>Site>Financial': 'om_cost_escalation_pct AND escalation_pct AND generator_fuel_escalation_pct AND boiler_fuel_escalation_pct AND chp_fuel_escalation_pct AND newboiler_fuel_escalation_pct AND offtaker_tax_pct AND offtaker_discount_pct AND third_party_ownership AND owner_tax_pct AND owner_discount_pct AND analysis_years AND value_of_lost_load_us_dollars_per_kwh AND microgrid_upgrade_cost_pct AND other_capital_costs_us_dollars AND other_annual_costs_us_dollars_per_year AND co2_cost_us_dollars_per_tonne AND co2_cost_escalation_pct AND owner_discount_pct AND owner_tax_pct', 'Scenario>Site>LoadProfile': 'percent_share AND year AND loads_kw_is_net AND critical_loads_kw_is_net AND critical_load_pct AND outage_is_major_event AND min_load_met_pct AND sr_required_pct', 'Scenario>Site>LoadProfileBoilerFuel': 'addressable_load_fraction AND loads_mmbtu_per_hour', 'Scenario>Site>ElectricTariff': 'add_blended_rates_to_urdb_rate AND add_tou_energy_rates_to_urdb_rate AND net_metering_limit_kw AND interconnection_limit_kw AND wholesale_rate_us_dollars_per_kwh AND wholesale_rate_above_site_load_us_dollars_per_kwh AND emissions_factor_CO2_pct_decrease AND emissions_factor_NOx_pct_decrease AND emissions_factor_SO2_pct_decrease AND emissions_factor_PM25_pct_decrease AND chp_standby_rate_us_dollars_per_kw_per_month AND chp_does_not_reduce_demand_charges', 'Scenario>Site>FuelTariff': 'existing_boiler_fuel_type AND boiler_fuel_blended_annual_rates_us_dollars_per_mmbtu AND boiler_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND boiler_fuel_percent_RE AND chp_fuel_type AND chp_fuel_blended_annual_rates_us_dollars_per_mmbtu AND chp_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND newboiler_fuel_type AND newboiler_fuel_percent_RE AND newboiler_fuel_blended_annual_rates_us_dollars_per_mmbtu AND newboiler_fuel_blended_monthly_rates_us_dollars_per_mmbtu AND chp_fuel_percent_RE', 'Scenario>Site>Wind': 'min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_wholesale AND can_export_beyond_site_load AND can_curtail', 'Scenario>Site>PV': 'existing_kw AND min_kw AND max_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND degradation_pct AND azimuth AND losses AND gcr AND dc_ac_ratio AND inv_eff AND radius AND tilt AND location AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND sr_required_pct', 'Scenario>Site>Storage': 'min_kw AND max_kw AND min_kwh AND max_kwh AND internal_efficiency_pct AND inverter_efficiency_pct AND rectifier_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_kw AND installed_cost_us_dollars_per_kwh AND replace_cost_us_dollars_per_kw AND replace_cost_us_dollars_per_kwh AND inverter_replacement_year AND battery_replacement_year AND macrs_itc_reduction AND total_itc_pct AND total_rebate_us_dollars_per_kw AND total_rebate_us_dollars_per_kwh', 'Scenario>Site>Generator': 'existing_kw AND min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kwh AND diesel_fuel_cost_us_dollars_per_gallon AND fuel_slope_gal_per_kwh AND fuel_intercept_gal_per_hr AND fuel_avail_gal AND min_turn_down_pct AND generator_fuel_percent_RE AND generator_only_runs_during_grid_outage AND generator_sells_energy_back_to_grid AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND useful_life_years', 'Scenario>Site>CHP': 'min_kw AND om_cost_us_dollars_per_kw AND om_cost_us_dollars_per_hr_per_kw_rated AND supplementary_firing_capital_cost_per_kw AND supplementary_firing_max_steam_ratio AND supplementary_firing_efficiency AND use_default_derate AND max_derate_factor AND derate_start_temp_degF AND derate_slope_pct_per_degF AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND can_supply_steam_turbine', 'Scenario>Site>ColdTES': 'min_gal AND max_gal AND chilled_supply_water_temp_degF AND warmed_return_water_temp_degF AND internal_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_gal AND thermal_decay_rate_fraction AND om_cost_us_dollars_per_gal AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>HotTES': 'min_gal AND max_gal AND hot_supply_water_temp_degF AND cooled_return_water_temp_degF AND internal_efficiency_pct AND soc_min_pct AND soc_init_pct AND installed_cost_us_dollars_per_gal AND thermal_decay_rate_fraction AND om_cost_us_dollars_per_gal AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>Boiler': 'max_thermal_factor_on_peak_load AND can_supply_steam_turbine', 'Scenario>Site>ElectricChiller': 'max_thermal_factor_on_peak_load', 'Scenario>Site>AbsorptionChiller': 'min_ton AND max_ton AND chiller_elec_cop AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>NewBoiler': 'min_mmbtu_per_hr AND max_mmbtu_per_hr AND boiler_efficiency AND can_supply_steam_turbine AND installed_cost_us_dollars_per_mmbtu_per_hr AND om_cost_us_dollars_per_mmbtu_per_hr AND om_cost_us_dollars_per_mmbtu AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>SteamTurbine': 'min_kw AND max_kw AND is_condensing AND outlet_steam_min_vapor_fraction AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail AND macrs_option_years AND macrs_bonus_pct', 'Scenario>Site>GHP': 'require_ghp_purchase AND installed_cost_heatpump_us_dollars_per_ton AND heatpump_capacity_sizing_factor_on_peak_load AND installed_cost_ghx_us_dollars_per_ft AND installed_cost_building_hydronic_loop_us_dollars_per_sqft AND om_cost_us_dollars_per_sqft_year AND can_serve_dhw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_ton AND state_rebate_us_dollars_per_ton AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_ton AND utility_rebate_max_us_dollars', 'Scenario>Site>LoadProfileChillerThermal': 'loads_ton'}, 'Deprecations': ['The sustain_hours output will be deprecated soon in favor of bau_sustained_time_steps.', 'outage_start_hour and outage_end_hour will be deprecated soon in favor of outage_start_time_step and outage_end_time_step', 'Avoided outage costs will be deprecated soon from the /results endpoint, but retained at the /resilience_stats endpoint']}"}} \ No newline at end of file diff --git a/outputs/results_summary.csv b/outputs/results_summary.csv deleted file mode 100644 index b9b0ece..0000000 --- a/outputs/results_summary.csv +++ /dev/null @@ -1,3 +0,0 @@ -site_number,description,npv_us_dollars,PV|size_kw,Storage|size_kw,Storage|size_kwh,year_one_bill_us_dollars,year_one_bill_bau_us_dollars,net_capital_costs_plus_om_us_dollars -1,site3-No-PV,771.0,0.0,2.719999999999999,3.586785258421318,69456.79,69901.62,3492.0 -2,site3-With-PV,85660.0,128.6722,8.364710638101215,19.043681833160523,45578.94,69901.62,147404.0 diff --git a/outputs/results_template.csv b/outputs/results_template.csv deleted file mode 100644 index 22cb9a8..0000000 --- a/outputs/results_template.csv +++ /dev/null @@ -1 +0,0 @@ -npv_us_dollars,PV|size_kw,Storage|size_kw,Storage|size_kwh,year_one_bill_us_dollars,year_one_bill_bau_us_dollars,net_capital_costs_plus_om_us_dollars \ No newline at end of file diff --git a/outputs/site3-No-PV.json b/outputs/site3-No-PV.json deleted file mode 100644 index 226a657..0000000 --- a/outputs/site3-No-PV.json +++ /dev/null @@ -1 +0,0 @@ -{"outputs": {"Scenario": {"api_version": "version 1.0.0", "status": "optimal", "lower_bound": 669035.0, "optimality_gap": 1.0544692544022182e-13, "run_uuid": "d0e630b9-4f7e-4ac3-8f01-a42016fcaf12", "Site": {"year_one_emissions_lb_C02": 496177.6, "year_one_emissions_bau_lb_C02": 496072.2, "outdoor_air_temp_degF": [], "renewable_electricity_energy_pct": 0.0, "Financial": {"lcc_us_dollars": 669038.0, "lcc_bau_us_dollars": 669809.0, "npv_us_dollars": 771.0, "net_capital_costs_plus_om_us_dollars": 3492.0, "avoided_outage_costs_us_dollars": null, "microgrid_upgrade_cost_us_dollars": 1047.606, "net_capital_costs": 3492.02, "net_om_us_dollars_bau": 0.0, "initial_capital_costs": 3791.25, "replacement_costs": 1832.56, "om_and_replacement_present_cost_after_tax_us_dollars": 610.95, "initial_capital_costs_after_incentives": 2881.07, "total_om_costs_us_dollars": 0.0, "year_one_om_costs_us_dollars": 0.0, "year_one_om_costs_before_tax_us_dollars": 0.0, "simple_payback_years": 9.7088, "irr_pct": 0.1094, "net_present_cost_us_dollars": null, "annualized_payment_to_third_party_us_dollars": null, "offtaker_annual_free_cashflow_series_us_dollars": [-3791.25, -51594.45, -53789.52, -55026.68, -56292.3, -57587.02, -58911.52, -60266.49, -61652.61, -63070.62, -65877.34, -66005.24, -67523.36, -69076.4, -70665.15, -72290.45, -73953.13, -75654.05, -77394.1, -79174.16, -80995.17, -82858.06, -84763.79, -86713.36, -88707.76, -90748.04], "offtaker_discounted_annual_free_cashflow_series_us_dollars": [-3791.25, -47640.3, -45860.71, -43319.95, -40919.96, -38652.92, -36511.48, -34488.69, -32577.95, -30773.08, -29679.15, -27457.78, -25936.57, -24499.64, -23142.32, -21860.2, -20649.11, -19505.11, -18424.5, -17403.75, -16439.55, -15528.77, -14668.45, -13855.8, -13088.16, -12363.06], "offtaker_annual_free_cashflow_series_bau_us_dollars": [0.0, -52916.92, -54134.01, -55379.1, -56652.82, -57955.83, -59288.81, -60652.46, -62047.46, -63474.55, -64934.47, -66427.96, -67955.81, -69518.79, -71117.72, -72753.43, -74426.76, -76138.57, -77889.76, -79681.22, -81513.89, -83388.71, -85306.65, -87268.71, -89275.89, -91329.23], "offtaker_discounted_annual_free_cashflow_series_bau_us_dollars": [0.0, -48861.43, -46154.42, -43597.39, -41182.02, -38900.47, -36745.32, -34709.57, -32786.6, -30970.17, -29254.37, -27633.63, -26102.68, -24656.55, -23290.53, -22000.2, 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"utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true}, "PV": {"pv_name": null, "existing_kw": 0.0, "min_kw": 0.0, "max_kw": 0.0, "installed_cost_us_dollars_per_kw": 1600.0, "om_cost_us_dollars_per_kw": 16.0, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.26, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "degradation_pct": 0.005, "azimuth": 180.0, "losses": 0.14, "array_type": 1, "module_type": 0, "gcr": 0.4, "dc_ac_ratio": 1.2, "inv_eff": 0.96, "radius": 0.0, "tilt": 0.537, "location": "both", "prod_factor_series_kw": [], "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true}, "Storage": {"min_kw": 0.0, "max_kw": 1000000.0, "min_kwh": 0.0, "max_kwh": 1000000.0, "internal_efficiency_pct": 0.975, "inverter_efficiency_pct": 0.96, "rectifier_efficiency_pct": 0.96, "soc_min_pct": 0.2, "soc_init_pct": 0.5, "canGridCharge": true, "installed_cost_us_dollars_per_kw": 840.0, "installed_cost_us_dollars_per_kwh": 420.0, "replace_cost_us_dollars_per_kw": 410.0, "replace_cost_us_dollars_per_kwh": 200.0, "inverter_replacement_year": 10, "battery_replacement_year": 10, "macrs_option_years": 7, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "total_itc_pct": 0.0, "total_rebate_us_dollars_per_kw": 0, "total_rebate_us_dollars_per_kwh": 0}, "Generator": {"existing_kw": 0.0, "min_kw": 0.0, "max_kw": 1000000000.0, "installed_cost_us_dollars_per_kw": 500.0, "om_cost_us_dollars_per_kw": 10.0, "om_cost_us_dollars_per_kwh": 0.0, "diesel_fuel_cost_us_dollars_per_gallon": 3.0, "fuel_slope_gal_per_kwh": 0.076, "fuel_intercept_gal_per_hr": 0.0125, "fuel_avail_gal": 660.0, "min_turn_down_pct": 0.0, "generator_only_runs_during_grid_outage": true, "generator_sells_energy_back_to_grid": false, "macrs_option_years": 0, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.0, "federal_itc_pct": 0.0, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 0.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 0.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 0.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 0.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 0.0, "pbi_years": 0.0, "pbi_system_max_kw": 0.0, "emissions_factor_lb_CO2_per_gal": 22.51, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false}, "CHP": {"prime_mover": null, "size_class": null, "min_kw": 0.0, "max_kw": 0.0, "min_allowable_kw": null, "om_cost_us_dollars_per_kw": 0.0, "om_cost_us_dollars_per_kwh": null, "om_cost_us_dollars_per_hr_per_kw_rated": 0.0, "elec_effic_full_load": null, "elec_effic_half_load": null, "min_turn_down_pct": null, "thermal_effic_full_load": null, "thermal_effic_half_load": null, "supplementary_firing_capital_cost_per_kw": 150.0, "supplementary_firing_max_steam_ratio": 1.0, "supplementary_firing_efficiency": 0.92, "use_default_derate": true, "max_derate_factor": 1.0, "derate_start_temp_degF": 95.0, "derate_slope_pct_per_degF": 0.0, "chp_unavailability_periods": null, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 10000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "cooling_thermal_factor": null, "can_supply_steam_turbine": false}, "ColdTES": {"min_gal": 0.0, "max_gal": 0.0, "chilled_supply_water_temp_degF": 44.0, "warmed_return_water_temp_degF": 56.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "HotTES": {"min_gal": 0.0, "max_gal": 0.0, "hot_supply_water_temp_degF": 180.0, "cooled_return_water_temp_degF": 160.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "Boiler": {"max_thermal_factor_on_peak_load": 1.25, "existing_boiler_production_type_steam_or_hw": "hot_water", "boiler_efficiency": 0.8, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "can_supply_steam_turbine": false}, "ElectricChiller": {"max_thermal_factor_on_peak_load": 1.25}, "AbsorptionChiller": {"min_ton": 0.0, "max_ton": 0.0, "chiller_cop": 0.74, "chiller_elec_cop": 14.1, "installed_cost_us_dollars_per_ton": null, "om_cost_us_dollars_per_ton": null, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "NewBoiler": {"min_mmbtu_per_hr": 0.0, "max_mmbtu_per_hr": 0.0, "boiler_efficiency": 0.8, "can_supply_steam_turbine": true, "installed_cost_us_dollars_per_mmbtu_per_hr": 293000.0, "om_cost_us_dollars_per_mmbtu_per_hr": 2930.0, "om_cost_us_dollars_per_mmbtu": 0.0, "emissions_factor_lb_CO2_per_mmbtu": null, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "SteamTurbine": {"size_class": null, "min_kw": 0.0, "max_kw": 0.0, "electric_produced_to_thermal_consumed_ratio": null, "thermal_produced_to_thermal_consumed_ratio": null, "is_condensing": false, "inlet_steam_pressure_psig": null, "inlet_steam_temperature_degF": null, "inlet_steam_superheat_degF": null, "outlet_steam_pressure_psig": null, "outlet_steam_min_vapor_fraction": 0.8, "isentropic_efficiency": null, "gearbox_generator_efficiency": null, "net_to_gross_electric_ratio": null, "installed_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kwh": null, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "GHP": {"require_ghp_purchase": false, "installed_cost_heatpump_us_dollars_per_ton": 1075.0, "heatpump_capacity_sizing_factor_on_peak_load": 1.1, "installed_cost_ghx_us_dollars_per_ft": 14.0, "installed_cost_building_hydronic_loop_us_dollars_per_sqft": 1.7, "om_cost_us_dollars_per_sqft_year": -0.51, "building_sqft": null, "can_serve_dhw": false, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_ton": 0.0, "state_rebate_us_dollars_per_ton": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_ton": 0.0, "utility_rebate_max_us_dollars": 10000000000.0}}, "timeout_seconds": 420, "user_uuid": null, "description": "site3-No-PV", "time_steps_per_hour": 1, "webtool_uuid": null, "optimality_tolerance_bau": 0.001, "optimality_tolerance_techs": 0.001, "add_soc_incentive": true}}, "messages": {"warnings": "{'Default values used for the following:': {'Scenario>Site>Wind': 'min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail', 'Scenario>Site>PV': 'tilt', 'Scenario>Site>Financial': 'owner_discount_pct AND owner_tax_pct', 'Scenario>Site>LoadProfileBoilerFuel': 'loads_mmbtu_per_hour', 'Scenario>Site>LoadProfileChillerThermal': 'loads_ton'}, 'Deprecations': ['The sustain_hours output will be deprecated soon in favor of bau_sustained_time_steps.', 'outage_start_hour and outage_end_hour will be deprecated soon in favor of outage_start_time_step and outage_end_time_step', 'Avoided outage costs will be deprecated soon from the /results endpoint, but retained at the /resilience_stats endpoint']}"}} \ No newline at end of file diff --git a/outputs/site3-With-PV.json b/outputs/site3-With-PV.json deleted file mode 100644 index d4da971..0000000 --- a/outputs/site3-With-PV.json +++ /dev/null @@ -1 +0,0 @@ -{"outputs": {"Scenario": {"api_version": "version 1.0.0", "status": "optimal", "lower_bound": 584136.0, "optimality_gap": 4.942509788748483e-14, "run_uuid": "dff2ba4d-4ef6-4dbd-b4c8-0a4c1d42682b", "Site": {"year_one_emissions_lb_C02": 307302.2, "year_one_emissions_bau_lb_C02": 496072.2, "outdoor_air_temp_degF": [], "renewable_electricity_energy_pct": 0.419, "Financial": {"lcc_us_dollars": 584149.0, "lcc_bau_us_dollars": 669809.0, "npv_us_dollars": 85660.0, "net_capital_costs_plus_om_us_dollars": 147404.0, "avoided_outage_costs_us_dollars": null, "microgrid_upgrade_cost_us_dollars": 38184.282, "net_capital_costs": 127280.94, "net_om_us_dollars_bau": 0.0, "initial_capital_costs": 220900.22, "replacement_costs": 7238.27, "om_and_replacement_present_cost_after_tax_us_dollars": 22536.14, "initial_capital_costs_after_incentives": 124867.8, "total_om_costs_us_dollars": 20123.0, "year_one_om_costs_us_dollars": 1523.0, "year_one_om_costs_before_tax_us_dollars": 2059.0, "simple_payback_years": 6.5103, "irr_pct": 0.1432, "net_present_cost_us_dollars": null, "annualized_payment_to_third_party_us_dollars": null, "offtaker_annual_free_cashflow_series_us_dollars": [-220900.22, 67937.37, -36898.37, -37750.23, -38621.77, -39513.43, -40425.69, -41359.02, -42313.89, -43290.83, -49646.64, -45312.9, -46359.09, 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"federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true}, "PV": {"pv_name": null, "existing_kw": 0.0, "min_kw": 0.0, "max_kw": 1000000000.0, "installed_cost_us_dollars_per_kw": 1600.0, "om_cost_us_dollars_per_kw": 16.0, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.26, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 1000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "degradation_pct": 0.005, "azimuth": 180.0, "losses": 0.14, "array_type": 1, "module_type": 0, "gcr": 0.4, "dc_ac_ratio": 1.2, "inv_eff": 0.96, "radius": 0.0, "tilt": 10.0, "location": "both", "prod_factor_series_kw": [], "can_net_meter": true, "can_wholesale": true, "can_export_beyond_site_load": true, "can_curtail": true}, "Storage": {"min_kw": 0.0, "max_kw": 1000000.0, "min_kwh": 0.0, "max_kwh": 1000000.0, "internal_efficiency_pct": 0.975, "inverter_efficiency_pct": 0.96, "rectifier_efficiency_pct": 0.96, "soc_min_pct": 0.2, "soc_init_pct": 0.5, "canGridCharge": true, "installed_cost_us_dollars_per_kw": 840.0, "installed_cost_us_dollars_per_kwh": 420.0, "replace_cost_us_dollars_per_kw": 410.0, "replace_cost_us_dollars_per_kwh": 200.0, "inverter_replacement_year": 10, "battery_replacement_year": 10, "macrs_option_years": 7, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "total_itc_pct": 0.0, "total_rebate_us_dollars_per_kw": 0, "total_rebate_us_dollars_per_kwh": 0}, "Generator": {"existing_kw": 0.0, "min_kw": 0.0, "max_kw": 1000000000.0, "installed_cost_us_dollars_per_kw": 500.0, "om_cost_us_dollars_per_kw": 10.0, "om_cost_us_dollars_per_kwh": 0.0, "diesel_fuel_cost_us_dollars_per_gallon": 3.0, "fuel_slope_gal_per_kwh": 0.076, "fuel_intercept_gal_per_hr": 0.0125, "fuel_avail_gal": 660.0, "min_turn_down_pct": 0.0, "generator_only_runs_during_grid_outage": true, "generator_sells_energy_back_to_grid": false, "macrs_option_years": 0, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.0, "federal_itc_pct": 0.0, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 0.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 0.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 0.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 0.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 0.0, "pbi_years": 0.0, "pbi_system_max_kw": 0.0, "emissions_factor_lb_CO2_per_gal": 22.51, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false}, "CHP": {"prime_mover": null, "size_class": null, "min_kw": 0.0, "max_kw": 0.0, "min_allowable_kw": null, "om_cost_us_dollars_per_kw": 0.0, "om_cost_us_dollars_per_kwh": null, "om_cost_us_dollars_per_hr_per_kw_rated": 0.0, "elec_effic_full_load": null, "elec_effic_half_load": null, "min_turn_down_pct": null, "thermal_effic_full_load": null, "thermal_effic_half_load": null, "supplementary_firing_capital_cost_per_kw": 150.0, "supplementary_firing_max_steam_ratio": 1.0, "supplementary_firing_efficiency": 0.92, "use_default_derate": true, "max_derate_factor": 1.0, "derate_start_temp_degF": 95.0, "derate_slope_pct_per_degF": 0.0, "chp_unavailability_periods": null, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_kw": 0.0, "state_rebate_us_dollars_per_kw": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_kw": 0.0, "utility_rebate_max_us_dollars": 10000000000.0, "pbi_us_dollars_per_kwh": 0.0, "pbi_max_us_dollars": 10000000000.0, "pbi_years": 1.0, "pbi_system_max_kw": 1000000000.0, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "cooling_thermal_factor": null, "can_supply_steam_turbine": false}, "ColdTES": {"min_gal": 0.0, "max_gal": 0.0, "chilled_supply_water_temp_degF": 44.0, "warmed_return_water_temp_degF": 56.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "HotTES": {"min_gal": 0.0, "max_gal": 0.0, "hot_supply_water_temp_degF": 180.0, "cooled_return_water_temp_degF": 160.0, "internal_efficiency_pct": 0.999999, "soc_min_pct": 0.1, "soc_init_pct": 0.5, "installed_cost_us_dollars_per_gal": 1.5, "thermal_decay_rate_fraction": 0.0004, "om_cost_us_dollars_per_gal": 0.0, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "Boiler": {"max_thermal_factor_on_peak_load": 1.25, "existing_boiler_production_type_steam_or_hw": "hot_water", "boiler_efficiency": 0.8, "emissions_factor_lb_CO2_per_mmbtu": 116.9, "can_supply_steam_turbine": false}, "ElectricChiller": {"max_thermal_factor_on_peak_load": 1.25}, "AbsorptionChiller": {"min_ton": 0.0, "max_ton": 0.0, "chiller_cop": 0.74, "chiller_elec_cop": 14.1, "installed_cost_us_dollars_per_ton": null, "om_cost_us_dollars_per_ton": null, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "NewBoiler": {"min_mmbtu_per_hr": 0.0, "max_mmbtu_per_hr": 0.0, "boiler_efficiency": 0.8, "can_supply_steam_turbine": true, "installed_cost_us_dollars_per_mmbtu_per_hr": 293000.0, "om_cost_us_dollars_per_mmbtu_per_hr": 2930.0, "om_cost_us_dollars_per_mmbtu": 0.0, "emissions_factor_lb_CO2_per_mmbtu": null, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "SteamTurbine": {"size_class": null, "min_kw": 0.0, "max_kw": 0.0, "electric_produced_to_thermal_consumed_ratio": null, "thermal_produced_to_thermal_consumed_ratio": null, "is_condensing": false, "inlet_steam_pressure_psig": null, "inlet_steam_temperature_degF": null, "inlet_steam_superheat_degF": null, "outlet_steam_pressure_psig": null, "outlet_steam_min_vapor_fraction": 0.8, "isentropic_efficiency": null, "gearbox_generator_efficiency": null, "net_to_gross_electric_ratio": null, "installed_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kw": null, "om_cost_us_dollars_per_kwh": null, "can_net_meter": false, "can_wholesale": false, "can_export_beyond_site_load": false, "can_curtail": false, "macrs_option_years": 0, "macrs_bonus_pct": 0.0}, "GHP": {"require_ghp_purchase": false, "installed_cost_heatpump_us_dollars_per_ton": 1075.0, "heatpump_capacity_sizing_factor_on_peak_load": 1.1, "installed_cost_ghx_us_dollars_per_ft": 14.0, "installed_cost_building_hydronic_loop_us_dollars_per_sqft": 1.7, "om_cost_us_dollars_per_sqft_year": -0.51, "building_sqft": null, "can_serve_dhw": false, "macrs_option_years": 5, "macrs_bonus_pct": 1.0, "macrs_itc_reduction": 0.5, "federal_itc_pct": 0.1, "state_ibi_pct": 0.0, "state_ibi_max_us_dollars": 10000000000.0, "utility_ibi_pct": 0.0, "utility_ibi_max_us_dollars": 10000000000.0, "federal_rebate_us_dollars_per_ton": 0.0, "state_rebate_us_dollars_per_ton": 0.0, "state_rebate_max_us_dollars": 10000000000.0, "utility_rebate_us_dollars_per_ton": 0.0, "utility_rebate_max_us_dollars": 10000000000.0}}, "timeout_seconds": 420, "user_uuid": null, "description": "site3-With-PV", "time_steps_per_hour": 1, "webtool_uuid": null, "optimality_tolerance_bau": 0.001, "optimality_tolerance_techs": 0.001, "add_soc_incentive": true}}, "messages": {"warnings": "{'Default values used for the following:': {'Scenario>Site>Wind': 'min_kw AND installed_cost_us_dollars_per_kw AND om_cost_us_dollars_per_kw AND macrs_option_years AND macrs_bonus_pct AND macrs_itc_reduction AND federal_itc_pct AND state_ibi_pct AND state_ibi_max_us_dollars AND utility_ibi_pct AND utility_ibi_max_us_dollars AND federal_rebate_us_dollars_per_kw AND state_rebate_us_dollars_per_kw AND state_rebate_max_us_dollars AND utility_rebate_us_dollars_per_kw AND utility_rebate_max_us_dollars AND pbi_us_dollars_per_kwh AND pbi_max_us_dollars AND pbi_years AND pbi_system_max_kw AND can_net_meter AND can_wholesale AND can_export_beyond_site_load AND can_curtail', 'Scenario>Site>PV': 'tilt', 'Scenario>Site>Financial': 'owner_discount_pct AND owner_tax_pct', 'Scenario>Site>LoadProfileBoilerFuel': 'loads_mmbtu_per_hour', 'Scenario>Site>LoadProfileChillerThermal': 'loads_ton'}, 'Deprecations': ['The sustain_hours output will be deprecated soon in favor of bau_sustained_time_steps.', 'outage_start_hour and outage_end_hour will be deprecated soon in favor of outage_start_time_step and outage_end_time_step', 'Avoided outage costs will be deprecated soon from the /results endpoint, but retained at the /resilience_stats endpoint']}"}} \ No newline at end of file diff --git a/single_job_endpoint.ipynb b/single_job_endpoint.ipynb new file mode 100644 index 0000000..3ccad9a --- /dev/null +++ b/single_job_endpoint.ipynb @@ -0,0 +1,493 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run a REopt API evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "import requests\n", + "import copy\n", + "import os\n", + "from src.post_and_poll import get_api_results\n", + "API_KEY = 'DEMO_KEY' # REPLACE WITH YOUR API KEY" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# following is not necessary but silences warnings:\n", + "# InsecureRequestWarning: Unverified HTTPS request is being made to host 'developer.nrel.gov'. Adding certificate verification is strongly advised.\n", + "import urllib3\n", + "urllib3.disable_warnings()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Here are some convenience definitions for using the Multi-scenario capabilities\n", + "\"\"\"\n", + "##############################################################################################################\n", + "inputs_path = os.path.join(\".\", 'inputs')\n", + "outputs_path = os.path.join(\".\", 'outputs')\n", + "loads_path = os.path.join(\".\", 'load_profiles')\n", + "rates_path = os.path.join(\".\", 'electric_rates')\n", + "##############################################################################################################" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load a previously saved API response .json file instead of running REopt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "response_json = 'results'\n", + "with open(os.path.join(outputs_path, response_json + '.json'), 'rb') as handle:\n", + " api_response = json.load(handle)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scenario Inputs (POST), if wanting to do a new API call" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "post_1 = {\n", + " \"Site\": {\n", + " \"latitude\": 37.78,\n", + " \"longitude\": -122.45\n", + " },\n", + " \"ElectricLoad\": {\n", + " \"doe_reference_name\": \"Hospital\"\n", + " }, \n", + " \"CoolingLoad\": {\n", + " \"doe_reference_name\": \"LargeOffice\"\n", + " }, \n", + " \"ElectricTariff\": {\n", + " \"blended_annual_energy_rate\": 0.1,\n", + " \"blended_annual_demand_rate\": 10\n", + " },\n", + " \"ExistingChiller\": {\n", + " },\n", + " \"PV\": {\n", + " \"max_kw\": 0\n", + " }, \n", + " \"ElectricStorage\": {\n", + " \"max_kwh\": 0,\n", + " \"max_kw\": 0\n", + " } \n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load in a custom electric rate generated from https://reopt.nrel.gov/tool/custom_tariffs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "load_electric_rate = \"PGE_E20\"\n", + "with open(os.path.join(rates_path, load_electric_rate + \".json\"), 'r') as fp:\n", + " rate_1 = json.load(fp)\n", + "post_1[\"Scenario\"][\"Site\"][\"ElectricTariff\"][\"urdb_response\"] = rate_1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the POST to a .json file for sharing or future loading in" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert python dictionary post into json and save to a .json file\n", + "post_save = post_1\n", + "post_name = \"post_1\"\n", + "with open(os.path.join(inputs_path, post_name + \".json\"), 'w') as fp:\n", + " json.dump(post_save, fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Or load in a saved .json file for the inputs/POST" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Load a json into a python dictionary\n", + "load_post = \"post_1\"\n", + "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", + " post_1 = json.load(fp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## POST and poll (periodic GET request) the API to GET a new result, if not loading in a previous response. This may take a while!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note, the `api_url` in the `get_api_results` function below calls the **production server** hosted API (master/main branch/version, publicly accessible)\n", + "\n", + "#### For calling a locally-hosted (localhost) API, see:\n", + "- https://github.com/NREL/REopt_Lite_API/wiki/localhost-URLs-for-calling-locally-hosted-API\n", + "\n", + "#### For calling an API hosted on an NREL-internal server (only NREL users can access this), see:\n", + "- https://github.nrel.gov/REopt/API_scripts/wiki/API-URLs-for-NREL-internal-servers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`get_api_results` POST's your inputs to the API `job` endpoint, which provides a `run_uuid` if the input is valid, and then polls the `results` endpoint using the `run_uuid` until the results come back with a status other than `Optimizing...`.\n", + "\n", + "`get_api_results` also saves the results (full API response, including inputs) to the `results_file`.\n", + "\n", + "A log file is also created in the current working directory." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "branch_name = \"develop\"\n", + "\n", + "# Development/TestRanch server\n", + "api_url= \"https://\" + branch_name + \"-reopt-dev-api.its.nrel.gov/v1\"\n", + "\n", + "root_url= \"http://host.docker.internal:8000/dev\"" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "main INFO Response OK from http://host.docker.internal:8000/dev/job/?api_key=DEMO_KEY.\n", + "main INFO Polling http://host.docker.internal:8000/dev/job/84061d5e-bbd5-4131-b572-67ff7b8e2536/results/?api_key=DEMO_KEY for results with interval of 5s...\n", + "main INFO Saved results to ./outputs/results_file.json\n" + ] + } + ], + "source": [ + "outputs_file_name = \"results_file\"\n", + "#root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", + "api_response = get_api_results(post=post_1, \n", + " API_KEY=API_KEY, \n", + " api_url=root_url, \n", + " results_file=os.path.join(outputs_path, outputs_file_name + \".json\"), \n", + " run_id=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### If you get disconnected from the polling function but you think it ran, copy the run_uuid from the log above to manually GET the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "run_uuid = api_response[\"run_uuid\"]\n", + "results_url = root_url + '/job/' + run_uuid + '/results/?api_key=' + API_KEY\n", + "resp = requests.get(url=results_url, verify=False)\n", + "api_response = json.loads(resp.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get summary of results" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['Financial', 'ElectricTariff', 'ElectricUtility', 'ElectricLoad', 'Site', 'PV', 'ExistingChiller'])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"outputs\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NPV ($) = 0.0\n", + "Capital Cost, Net ($) = 0.0\n" + ] + } + ], + "source": [ + "print(\"NPV ($) = \", api_response[\"outputs\"][\"Financial\"][\"npv\"])\n", + "print(\"Capital Cost, Net ($) = \", api_response[\"outputs\"][\"Financial\"][\"lifecycle_capital_costs\"])\n", + "tech_list = [\"PV\", \"Wind\", \"ElectricStorage\", \"CHP\", \"Generator\", \"HotThermalStorage\", \"ColdThermalStorage\", \"AbsorptionChiller\", \"GHP\", \"NewBoiler\", \"SteamTurbine\"]\n", + "for tech in tech_list:\n", + " if tech in post_1.keys() and post_1[tech][\"max_kw\"]>0.0:\n", + " if tech == \"GHP\":\n", + " print(\"GHX Number of Boreholes = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"number_of_boreholes\"))\n", + " print(\"GHP Heat Pump Capacity (ton) = \", api_response[\"outputs\"][tech][\"ghpghx_chosen_outputs\"].get(\"peak_combined_heatpump_thermal_ton\"))\n", + " # PV and Storage are considered if the POST does not explicitly make max_[size] == 0\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1])\n", + " elif tech in [\"PV\", \"ElectricStorage\"] and (post_1[tech][\"max_kw\"]>0.0):\n", + " for size_name_value in [(key, val) for key, val in api_response[\"outputs\"][tech].items() if \"size\" in key]:\n", + " print(tech + \" \" + size_name_value[0], \" = \", size_name_value[1]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Here are some results keys examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['run_uuid', 'api_version', 'user_uuid', 'webtool_uuid', 'job_type', 'status', 'created', 'reopt_version', 'inputs', 'outputs', 'messages'])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'optimal'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"status\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Financial\n", + "ElectricTariff\n", + "ElectricUtility\n", + "ElectricLoad\n", + "Site\n", + "PV\n", + "ExistingChiller\n" + ] + } + ], + "source": [ + "for k in api_response[\"outputs\"].keys():\n", + " print(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "api_response[\"outputs\"][\"ElectricLoad\"][\"bau_critical_load_met\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save API response into a JSON file for later use" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "response_save = api_response\n", + "file_name_to_save = \"response_1\"\n", + "with open(os.path.join(outputs_path, file_name_to_save + \".json\"), 'w') as fp:\n", + " json.dump(response_save, fp)" + ] + } + ], + "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "vscode": { + "interpreter": { + "hash": "064a1ac815c0d9f25e86acebb5c507fe3e20a260c4570eb7ff5dba8115542f99" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/single_scenario_example.ipynb b/single_scenario_example.ipynb index c1893a6..9573362 100644 --- a/single_scenario_example.ipynb +++ b/single_scenario_example.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -27,12 +27,12 @@ "import copy\n", "import os\n", "from src.post_and_poll import get_api_results\n", - "API_KEY = 'DEMO_KEY' # REPLACE WITH YOUR API KEY" + "API_KEY = 'uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC' # REPLACE WITH YOUR API KEY" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -114,7 +114,9 @@ " \"LoadProfile\": {\n", " \"doe_reference_name\": \"RetailStore\",\n", " \"annual_kwh\": 10000000.0,\n", - " \"city\": \"LosAngeles\"\n", + " \"city\": \"LosAngeles\",\n", + " \"outage_start_time_step\": 10,\n", + " \"outage_end_time_step\": 50\n", " },\n", " \"Storage\": {\n", " \"total_rebate_per_kw\": 100.0,\n", @@ -139,7 +141,10 @@ " \"offtaker_tax_pct\": 0.4,\n", " \"owner_tax_pct\": 0.4,\n", " \"om_cost_escalation_pct\": 0.025\n", - " }\n", + " },\n", + " \"Generator\": {\n", + " \"max_kw\": 1.0e8\n", + " }\n", "}}}" ] }, @@ -191,14 +196,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Load a json into a python dictionary\n", - "load_post = \"post_1\"\n", + "load_post = \"test_erp\"\n", "with open(os.path.join(inputs_path, load_post + \".json\"), 'r') as fp:\n", " post_1 = json.load(fp)" ] @@ -236,22 +241,27 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "main INFO Response OK from https://developer.nrel.gov/api/reopt/stable/job/?api_key=DEMO_KEY.\n", - "main INFO Polling https://developer.nrel.gov/api/reopt/stable/job/61f4822c-e213-4751-bf08-3f9faae184fb/results/?api_key=DEMO_KEY for results with interval of 5s...\n", + "main INFO Response OK from https://erp-reopt-dev-api.its.nrel.gov/stable/job/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC.\n", + "main INFO Polling https://erp-reopt-dev-api.its.nrel.gov/stable/job/c46d8086-d964-4b63-b7f3-d51cf9bfb697/results/?api_key=uiMp56xYMT983T2OikI0RrEKAyAAEDpZHzuC8nTC for results with interval of 5s...\n", "main INFO Saved results to ./outputs/results_file.json\n" ] } ], "source": [ + "## For development/TestRanch and staging servers, `branch_name` is the branch/version of the API to be inserted into the URL\n", + "branch_name = \"erp\"\n", + "### Development/TestRanch server\n", + "root_url= \"https://\" + branch_name + \"-reopt-dev-api.its.nrel.gov/stable\"\n", + "\n", "outputs_file_name = \"results_file\"\n", - "root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", + "#root_url = \"https://developer.nrel.gov/api/reopt/stable\"\n", "api_response = get_api_results(post=post_1, \n", " API_KEY=API_KEY, \n", " api_url=root_url, \n", @@ -432,7 +442,7 @@ "lastKernelId": null }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -446,7 +456,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.10.5" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -465,6 +475,11 @@ "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false + }, + "vscode": { + "interpreter": { + "hash": "064a1ac815c0d9f25e86acebb5c507fe3e20a260c4570eb7ff5dba8115542f99" + } } }, "nbformat": 4, diff --git a/src/post_and_poll.py b/src/post_and_poll.py index d24837f..851b4ae 100644 --- a/src/post_and_poll.py +++ b/src/post_and_poll.py @@ -1,10 +1,9 @@ import requests import json from src.logger import log -from src.results_poller import poller, poller_v3 +from src.results_poller import poller, poller_v3, poller_erp - -def get_api_results(post, API_KEY, api_url, results_file='results.json', run_id=None): +def get_api_results(post, API_KEY, api_url, results_file='results.json', run_id=None, ERP=False): """ Function for posting job and polling results end-point :param post: @@ -15,15 +14,18 @@ def get_api_results(post, API_KEY, api_url, results_file='results.json', run_id= """ if run_id is None: - run_id = get_run_uuid(post, API_KEY=API_KEY, api_url=api_url) + run_id = get_run_uuid(post, API_KEY=API_KEY, api_url=api_url, ERP=ERP) if run_id is not None: - - results_url = api_url + '/job//results/?api_key=' + API_KEY - if "dev/" in results_url: - results = poller_v3(url=results_url.replace('', run_id)) + if ERP: + results_url = api_url + '/erp//results/?api_key=' + API_KEY + results = poller_erp(url=results_url.replace('', run_id)) else: - results = poller(url=results_url.replace('', run_id)) + results_url = api_url + '/job//results/?api_key=' + API_KEY + if "dev/" in results_url: + results = poller_v3(url=results_url.replace('', run_id)) + else: + results = poller(url=results_url.replace('', run_id)) with open(results_file, 'w') as fp: json.dump(obj=results, fp=fp) @@ -36,7 +38,7 @@ def get_api_results(post, API_KEY, api_url, results_file='results.json', run_id= return results -def get_run_uuid(post, API_KEY, api_url): +def get_run_uuid(post, API_KEY, api_url, ERP=False): """ Function for posting job :param post: @@ -44,7 +46,10 @@ def get_run_uuid(post, API_KEY, api_url): :param api_url: :return: job run_uuid """ - post_url = api_url + '/job/?api_key=' + API_KEY + if ERP: + post_url = api_url + '/erp/?api_key=' + API_KEY + else: + post_url = api_url + '/job/?api_key=' + API_KEY resp = requests.post(post_url, json=post) run_id = None if not resp.ok: diff --git a/src/results_poller.py b/src/results_poller.py index e0b7f8a..4586519 100644 --- a/src/results_poller.py +++ b/src/results_poller.py @@ -76,3 +76,36 @@ def poller_v3(url, poll_interval=5): return resp_dict +def poller_erp(url, poll_interval=5): + """ + Function for polling the ERP API results URL until status is not "Simulating..." + :param url: results url to poll + :param poll_interval: seconds + :return: dictionary response (once status is not "Simulating...") + """ + + key_error_count = 0 + key_error_threshold = 3 + status = "Simulating..." + log.info("Polling {} for results with interval of {}s...".format(url, poll_interval)) + while True: + + resp = requests.get(url=url, verify=False) + resp_dict = json.loads(resp.content) + + try: + status = resp_dict['status'] + except KeyError: + key_error_count += 1 + log.info('KeyError count: {}'.format(key_error_count)) + if key_error_count > key_error_threshold: + log.info('Breaking polling loop due to KeyError count threshold of {} exceeded.' + .format(key_error_threshold)) + break + + if status != "Simulating...": + break + else: + time.sleep(poll_interval) + + return resp_dict