diff --git a/reoptjl/IEDO_custom_table.ipynb b/reoptjl/IEDO_custom_table.ipynb index 928d48db7..a4e3a7fee 100644 --- a/reoptjl/IEDO_custom_table.ipynb +++ b/reoptjl/IEDO_custom_table.ipynb @@ -10,14 +10,31 @@ "- **Scenario 1: PV only** - Incorporates only a photovoltaic (PV) system.\n", "- **Scenario 2: PV + BESS** - Includes both a PV system and a Battery Energy Storage System (BESS).\n", "\n", - "The API responses are stored as JSON files in the outputs folder for subsequent processing.\n" + "The API responses are stored as JSON files in the outputs folder for subsequent processing.\n", + "\n", + "\n", + "## Note:\n", + "Run this section of code first (before running the rest) and copy the Run UUIDs provided at the end as inputs within the main script as `run_uuid_1` and `run_uuid_2`" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Run UUID for Scenario 1: b620d505-3891-47e4-9be2-b7f150a6dd82\n", + "Run UUID for Scenario 2: 9e7b3977-f3a0-4d2b-b371-392e34b34c50\n", + "Results retrieved successfully for Scenario 1.\n", + "Results retrieved successfully for Scenario 2.\n", + "Results saved to response_b620d505-3891-47e4-9be2-b7f150a6dd82.json\n", + "Results saved to response_9e7b3977-f3a0-4d2b-b371-392e34b34c50.json\n" + ] + } + ], "source": [ "import pandas as pd\n", "import json\n", @@ -28,7 +45,7 @@ "from collections import defaultdict\n", "import re\n", "\n", - "API_KEY = \"gYV8t7d6c5naotp67meIJyJRi6DksKv0VfPSQzEa\" # Replace with your API key\n", + "API_KEY = \"your_key_here\" # Replace with your API key\n", "\n", "# 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", @@ -51,7 +68,7 @@ " \"array_type\": 0\n", " },\n", " \"ElectricLoad\": {\n", - " \"doe_reference_name\": \"Hospital\",\n", + " \"doe_reference_name\": \"RetailStore\",\n", " \"annual_kwh\": 100000.0,\n", " \"year\": 2017\n", " },\n", @@ -99,13 +116,6 @@ " }\n", "}\n", "\n", - "# Save the post data to json files\n", - "with open(os.path.join(inputs_path, \"post_1.json\"), 'w') as fp:\n", - " json.dump(post_1, fp)\n", - "\n", - "with open(os.path.join(inputs_path, \"post_2.json\"), 'w') as fp:\n", - " json.dump(post_2, fp)\n", - "\n", "# Function to POST inputs to the API\n", "def post_inputs_to_api(post_data, api_key, api_url):\n", " headers = {'x-api-key': api_key}\n", @@ -182,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -382,13 +392,306 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ScenarioPV Size (kW)Battery Size (kW)Battery Capacity (kWh)PV Total Electricity Produced (kWh)Grid Purchased Electricity (kWh)Electricity Energy Cost ($)Electricity Demand Cost ($)Utility Fixed Cost($)Payback Period (years)...Year 1 Energy Charge Savings ($)Year 1 Demand Charge Savings ($)Year 1 Total Electric Bill Savings ($)Lifecycle Utility Electricity Cost ($)Total Lifecycle Cost ($)Net Present Value ($)Savings Compared to BAU (%)Annual PV Production (kWh)PV Curtailed (kWh)PV Levelized Cost of Energy ($/kWh)
0BAU----100000.009893.917689.501600.0-...---13416.92160889.6584-----
1b620d505-3891-47e4-9be2-b7f150a6dd8232.8409--58151.9547041.004587.026340.711600.05.42...5306.891348.796655.68105068.25134164.024726725.631758151.955192.780.0448
29e7b3977-f3a0-4d2b-b371-392e34b34c5045.218713.0865.6280069.2826455.652441.632702.231600.05.9...7452.284987.2712439.5556558.73123789.117737100.542380069.284704.6790.0448
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" + ], + "text/plain": [ + " Scenario PV Size (kW) Battery Size (kW) \\\n", + "0 BAU - - \n", + "1 b620d505-3891-47e4-9be2-b7f150a6dd82 32.8409 - \n", + "2 9e7b3977-f3a0-4d2b-b371-392e34b34c50 45.2187 13.08 \n", + "\n", + " Battery Capacity (kWh) PV Total Electricity Produced (kWh) \\\n", + "0 - - \n", + "1 - 58151.95 \n", + "2 65.62 80069.28 \n", + "\n", + " Grid Purchased Electricity (kWh) Electricity Energy Cost ($) \\\n", + "0 100000.00 9893.91 \n", + "1 47041.00 4587.02 \n", + "2 26455.65 2441.63 \n", + "\n", + " Electricity Demand Cost ($) Utility Fixed Cost($) Payback Period (years) \\\n", + "0 7689.50 1600.0 - \n", + "1 6340.71 1600.0 5.42 \n", + "2 2702.23 1600.0 5.9 \n", + "\n", + " ... Year 1 Energy Charge Savings ($) Year 1 Demand Charge Savings ($) \\\n", + "0 ... - - \n", + "1 ... 5306.89 1348.79 \n", + "2 ... 7452.28 4987.27 \n", + "\n", + " Year 1 Total Electric Bill Savings ($) \\\n", + "0 - \n", + "1 6655.68 \n", + "2 12439.55 \n", + "\n", + " Lifecycle Utility Electricity Cost ($) Total Lifecycle Cost ($) \\\n", + "0 13416.92 160889.6584 \n", + "1 105068.25 134164.0247 \n", + "2 56558.73 123789.1177 \n", + "\n", + " Net Present Value ($) Savings Compared to BAU (%) \\\n", + "0 - - \n", + "1 26725.63 17 \n", + "2 37100.54 23 \n", + "\n", + " Annual PV Production (kWh) PV Curtailed (kWh) \\\n", + "0 - - \n", + "1 58151.95 5192.78 \n", + "2 80069.28 4704.679 \n", + "\n", + " PV Levelized Cost of Energy ($/kWh) \n", + "0 - \n", + "1 0.0448 \n", + "2 0.0448 \n", + "\n", + "[3 rows x 32 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " {\n", + " \"index\": 0,\n", + " \"Scenario\": \"BAU\",\n", + " \"PV Size (kW)\": \"-\",\n", + " \"Battery Size (kW)\": \"-\",\n", + " \"Battery Capacity (kWh)\": \"-\",\n", + " \"PV Total Electricity Produced (kWh)\": \"-\",\n", + " \"Grid Purchased Electricity (kWh)\": 100000.0,\n", + " \"Electricity Energy Cost ($)\": 9893.91,\n", + " \"Electricity Demand Cost ($)\": 7689.5,\n", + " \"Utility Fixed Cost($)\": 1600.0,\n", + " \"Payback Period (years)\": \"-\",\n", + " \"Gross Capital Cost ($)\": \"-\",\n", + " \"CO2 Emissions (tonnes)\": 4.2,\n", + " \"Year 1 Utility Savings (%)\": \"-\",\n", + " \"RE Penetration (%)\": \"-\",\n", + " \"Annual CO2 Emissions (Tons)\": 4.2,\n", + " \"Lifecycle CO2 Emissions (Tons)\": 84.0,\n", + " \"Lifecycle CO2 Reduction (%)\": \"-\",\n", + " \"Year 1 Electric Grid Purchases (kWh)\": 100000.0,\n", + " \"Year 1 Energy Charges ($)\": 9893.91,\n", + " \"Year 1 Demand Charges ($)\": 7689.5,\n", + " \"Year 1 Fixed Cost Charges ($)\": 1600.0,\n", + " \"Year 1 Total Electric Bill Costs ($)\": 19183.41,\n", + " \"Year 1 Energy Charge Savings ($)\": \"-\",\n", + " \"Year 1 Demand Charge Savings ($)\": \"-\",\n", + " \"Year 1 Total Electric Bill Savings ($)\": \"-\",\n", + " \"Lifecycle Utility Electricity Cost ($)\": 13416.92,\n", + " \"Total Lifecycle Cost ($)\": 160889.6584,\n", + " \"Net Present Value ($)\": \"-\",\n", + " \"Savings Compared to BAU (%)\": \"-\",\n", + " \"Annual PV Production (kWh)\": \"-\",\n", + " \"PV Curtailed (kWh)\": \"-\",\n", + " \"PV Levelized Cost of Energy ($/kWh)\": \"-\"\n", + " },\n", + " {\n", + " \"index\": 1,\n", + " \"Scenario\": \"b620d505-3891-47e4-9be2-b7f150a6dd82\",\n", + " \"PV Size (kW)\": 32.8409,\n", + " \"Battery Size (kW)\": \"-\",\n", + " \"Battery Capacity (kWh)\": \"-\",\n", + " \"PV Total Electricity Produced (kWh)\": 58151.95,\n", + " \"Grid Purchased Electricity (kWh)\": 47041.0,\n", + " \"Electricity Energy Cost ($)\": 4587.02,\n", + " \"Electricity Demand Cost ($)\": 6340.71,\n", + " \"Utility Fixed Cost($)\": 1600.0,\n", + " \"Payback Period (years)\": 5.42,\n", + " \"Gross Capital Cost ($)\": 24182.6258,\n", + " \"CO2 Emissions (tonnes)\": 3.309,\n", + " \"Year 1 Utility Savings (%)\": 35,\n", + " \"RE Penetration (%)\": 53,\n", + " \"Annual CO2 Emissions (Tons)\": 3.309,\n", + " \"Lifecycle CO2 Emissions (Tons)\": 66.18,\n", + " \"Lifecycle CO2 Reduction (%)\": 21,\n", + " \"Year 1 Electric Grid Purchases (kWh)\": 47041.0,\n", + " \"Year 1 Energy Charges ($)\": 4587.02,\n", + " \"Year 1 Demand Charges ($)\": 6340.71,\n", + " \"Year 1 Fixed Cost Charges ($)\": 1600.0,\n", + " \"Year 1 Total Electric Bill Costs ($)\": 12527.73,\n", + " \"Year 1 Energy Charge Savings ($)\": 5306.889999999999,\n", + " \"Year 1 Demand Charge Savings ($)\": 1348.79,\n", + " \"Year 1 Total Electric Bill Savings ($)\": 6655.68,\n", + " \"Lifecycle Utility Electricity Cost ($)\": 105068.25,\n", + " \"Total Lifecycle Cost ($)\": 134164.0247,\n", + " \"Net Present Value ($)\": 26725.63,\n", + " \"Savings Compared to BAU (%)\": 17,\n", + " \"Annual PV Production (kWh)\": 58151.95,\n", + " \"PV Curtailed (kWh)\": 5192.779999999999,\n", + " \"PV Levelized Cost of Energy ($/kWh)\": 0.0448\n", + " },\n", + " {\n", + " \"index\": 2,\n", + " \"Scenario\": \"9e7b3977-f3a0-4d2b-b371-392e34b34c50\",\n", + " \"PV Size (kW)\": 45.2187,\n", + " \"Battery Size (kW)\": 13.08,\n", + " \"Battery Capacity (kWh)\": 65.62,\n", + " \"PV Total Electricity Produced (kWh)\": 80069.28,\n", + " \"Grid Purchased Electricity (kWh)\": 26455.65,\n", + " \"Electricity Energy Cost ($)\": 2441.63,\n", + " \"Electricity Demand Cost ($)\": 2702.23,\n", + " \"Utility Fixed Cost($)\": 1600.0,\n", + " \"Payback Period (years)\": 5.9,\n", + " \"Gross Capital Cost ($)\": 60465.457,\n", + " \"CO2 Emissions (tonnes)\": 2.353,\n", + " \"Year 1 Utility Savings (%)\": 65,\n", + " \"RE Penetration (%)\": 74,\n", + " \"Annual CO2 Emissions (Tons)\": 2.353,\n", + " \"Lifecycle CO2 Emissions (Tons)\": 47.06,\n", + " \"Lifecycle CO2 Reduction (%)\": 44,\n", + " \"Year 1 Electric Grid Purchases (kWh)\": 26455.65,\n", + " \"Year 1 Energy Charges ($)\": 2441.63,\n", + " \"Year 1 Demand Charges ($)\": 2702.23,\n", + " \"Year 1 Fixed Cost Charges ($)\": 1600.0,\n", + " \"Year 1 Total Electric Bill Costs ($)\": 6743.860000000001,\n", + " \"Year 1 Energy Charge Savings ($)\": 7452.28,\n", + " \"Year 1 Demand Charge Savings ($)\": 4987.27,\n", + " \"Year 1 Total Electric Bill Savings ($)\": 12439.55,\n", + " \"Lifecycle Utility Electricity Cost ($)\": 56558.73,\n", + " \"Total Lifecycle Cost ($)\": 123789.1177,\n", + " \"Net Present Value ($)\": 37100.54,\n", + " \"Savings Compared to BAU (%)\": 23,\n", + " \"Annual PV Production (kWh)\": 80069.28,\n", + " \"PV Curtailed (kWh)\": 4704.679000000002,\n", + " \"PV Levelized Cost of Energy ($/kWh)\": 0.0448\n", + " }\n", + "]\n" + ] + } + ], "source": [ "def main():\n", - " run_uuid_1 = \"0ea46c21-0076-4437-98b9-f1d3f4d5255d\"\n", - " run_uuid_2 = \"c9835dac-7ff7-43b1-9676-6bd135e3d167\"\n", + " run_uuid_1 = \"b620d505-3891-47e4-9be2-b7f150a6dd82\"\n", + " run_uuid_2 = \"9e7b3977-f3a0-4d2b-b371-392e34b34c50\"\n", "\n", " run_uuids = [run_uuid_1, run_uuid_2]\n", "\n", diff --git a/reoptjl/outputs/response_87e1e2c2-6332-4fd0-b94b-bb67b94bda1f.json b/reoptjl/outputs/response_87e1e2c2-6332-4fd0-b94b-bb67b94bda1f.json new file mode 100644 index 000000000..160ce8a50 --- /dev/null +++ b/reoptjl/outputs/response_87e1e2c2-6332-4fd0-b94b-bb67b94bda1f.json @@ -0,0 +1,123078 @@ +{ + "run_uuid": "87e1e2c2-6332-4fd0-b94b-bb67b94bda1f", + "api_version": 3, + "user_uuid": "", + "webtool_uuid": "", + "job_type": "developer.nrel.gov", + "status": "optimal", + "created": "2024-07-24T16:25:52.412Z", + "reopt_version": "0.47.2", + "api_key": "9Yj9e7Il92xXdQkBcqrTf4WepVr6QeUCdUthVyYQ", + "inputs": { + "Financial": { + "analysis_years": 20, + "elec_cost_escalation_rate_fraction": 0.026, + "offtaker_discount_rate_fraction": 0.0638, + "offtaker_tax_rate_fraction": 0.4, + "om_cost_escalation_rate_fraction": 0.025, + "owner_discount_rate_fraction": 0.0638, + "owner_tax_rate_fraction": 0.4, + "third_party_ownership": false, + "value_of_lost_load_per_kwh": 0.0, + "microgrid_upgrade_cost_fraction": 0.0, + "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": 10337.724486281435, + "SO2_grid_cost_per_tonne": 25921.852796774776, + "PM25_grid_cost_per_tonne": 99776.26732993, + "NOx_onsite_fuelburn_cost_per_tonne": 9536.55958809451, + "SO2_onsite_fuelburn_cost_per_tonne": 25453.609756331767, + "PM25_onsite_fuelburn_cost_per_tonne": 179717.5775103194, + "NOx_cost_escalation_rate_fraction": 0.039740205364494054, + "SO2_cost_escalation_rate_fraction": 0.04964239816637659, + "PM25_cost_escalation_rate_fraction": 0.043590175213555106, + "generator_fuel_cost_escalation_rate_fraction": 0.012, + "existing_boiler_fuel_cost_escalation_rate_fraction": 0.015, + "boiler_fuel_cost_escalation_rate_fraction": 0.015, + "chp_fuel_cost_escalation_rate_fraction": 0.015 + }, + "ElectricLoad": { + "annual_kwh": 100000.0, + "doe_reference_name": "RetailStore", + "year": 2017, + "monthly_totals_kwh": [], + "loads_kw": [], + "critical_loads_kw": [], + "loads_kw_is_net": true, + "critical_loads_kw_is_net": false, + "critical_load_fraction": 0.5, + "operating_reserve_required_fraction": 0.0, + "min_load_met_annual_fraction": 1.0, + "blended_doe_reference_names": [], + "blended_doe_reference_percents": [] + }, + "Site": { + "latitude": 34.5794343, + "longitude": -118.1164613, + "land_acres": null, + "roof_squarefeet": null, + "min_resil_time_steps": null, + "CO2_emissions_reduction_min_fraction": null, + "CO2_emissions_reduction_max_fraction": null, + "renewable_electricity_min_fraction": null, + "renewable_electricity_max_fraction": null, + "include_exported_elec_emissions_in_total": true, + "include_exported_renewable_electricity_in_total": true + }, + "Settings": { + "timeout_seconds": 600, + "time_steps_per_hour": 1, + "optimality_tolerance": 0.001, + "add_soc_incentive": true, + "run_bau": true, + "include_climate_in_objective": false, + "include_health_in_objective": false, + "off_grid_flag": false, + "solver_name": "HiGHS" + }, + "PV": { + "name": "PV", + "existing_kw": 0.0, + "min_kw": 0.0, + "max_kw": 1000000000.0, + "installed_cost_per_kw": 1790.0, + "om_cost_per_kw": 18.0, + "macrs_option_years": 5, + "macrs_bonus_fraction": 0.6, + "macrs_itc_reduction": 0.5, + "federal_itc_fraction": 0.3, + "state_ibi_fraction": 0.0, + "state_ibi_max": 10000000000.0, + "utility_ibi_fraction": 0.0, + "utility_ibi_max": 10000000000.0, + "federal_rebate_per_kw": 0.0, + "state_rebate_per_kw": 0.0, + "state_rebate_max": 10000000000.0, + "utility_rebate_per_kw": 0.0, + "utility_rebate_max": 10000000000.0, + "production_incentive_per_kwh": 0.0, + "production_incentive_max_benefit": 1000000000.0, + "production_incentive_years": 1, + "production_incentive_max_kw": 1000000000.0, + "degradation_fraction": 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, + "tilt": 20.0, + "location": "both", + "production_factor_series": [], + "can_net_meter": true, + "can_wholesale": true, + "can_export_beyond_nem_limit": true, + "can_curtail": true, + "operating_reserve_required_fraction": 0.0 + }, + "ElectricTariff": { + "monthly_demand_rates": [], + "monthly_energy_rates": [], + "urdb_label": "5ed6c1a15457a3367add15ae", + "urdb_response": null, + "urdb_rate_name": "", + "urdb_utility_name": "", + "blended_annual_demand_rate": null, + "blended_annual_energy_rate": null, + "wholesale_rate": [], + "export_rate_beyond_net_metering_limit": [], + "tou_energy_rates_per_kwh": [], + "add_monthly_rates_to_urdb_rate": false, + "add_tou_energy_rates_to_urdb_rate": false, + "coincident_peak_load_active_time_steps": [], + "coincident_peak_load_charge_per_kw": [] + }, + "ElectricUtility": { + "outage_start_time_step": null, + "outage_end_time_step": null, + "outage_start_time_steps": [], + "outage_durations": [], + "outage_probabilities": [], + "interconnection_limit_kw": 1000000000.0, + "net_metering_limit_kw": 0.0, + "allow_simultaneous_export_import": true, + "cambium_scenario": "Mid-case", + "cambium_location_type": "GEA Regions", + "cambium_metric_col": "lrmer_co2e", + "cambium_start_year": 2024, + "cambium_levelization_years": null, + "cambium_grid_level": "enduse", + "co2_from_avert": false, + "emissions_factor_series_lb_CO2_per_kwh": [ + 0.37643886499999996, + 0.39348057759999994, + 0.4030706746, + 0.3973607088, + 0.3703541138, + 0.33463926979999997, + 0.320000593, + 0.1311307976, + 0.06106797399999999, + 0.05945860139999999, + 0.0625671156, + 0.066248831, + 0.0656535836, + 0.06948962239999999, + 0.07680896079999999, + 0.17162966699999999, + 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end of file diff --git a/reoptjl/outputs/response_9e7b3977-f3a0-4d2b-b371-392e34b34c50.json b/reoptjl/outputs/response_9e7b3977-f3a0-4d2b-b371-392e34b34c50.json new file mode 100644 index 000000000..469ff85bb --- /dev/null +++ b/reoptjl/outputs/response_9e7b3977-f3a0-4d2b-b371-392e34b34c50.json @@ -0,0 +1,140650 @@ +{ + "run_uuid": "9e7b3977-f3a0-4d2b-b371-392e34b34c50", + "api_version": 3, + "user_uuid": "", + "webtool_uuid": "", + "job_type": "developer.nrel.gov", + "status": "optimal", + "created": "2024-07-24T16:28:53.431Z", + "reopt_version": "0.47.2", + "api_key": "9Yj9e7Il92xXdQkBcqrTf4WepVr6QeUCdUthVyYQ", + "inputs": { + "Financial": { + "analysis_years": 20, + "elec_cost_escalation_rate_fraction": 0.026, + "offtaker_discount_rate_fraction": 0.0638, + "offtaker_tax_rate_fraction": 0.4, + "om_cost_escalation_rate_fraction": 0.025, + "owner_discount_rate_fraction": 0.0638, + "owner_tax_rate_fraction": 0.4, + "third_party_ownership": false, + "value_of_lost_load_per_kwh": 0.0, + 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a/reoptjl/results.json +++ b/reoptjl/results.json @@ -36,7 +36,7 @@ }, { "index": 1, - "Scenario": "0ea46c21-0076-4437-98b9-f1d3f4d5255d", + "Scenario": "b620d505-3891-47e4-9be2-b7f150a6dd82", "PV Size (kW)": 32.8409, "Battery Size (kW)": "-", "Battery Capacity (kWh)": "-", @@ -71,7 +71,7 @@ }, { "index": 2, - "Scenario": "c9835dac-7ff7-43b1-9676-6bd135e3d167", + "Scenario": "9e7b3977-f3a0-4d2b-b371-392e34b34c50", "PV Size (kW)": 45.2187, "Battery Size (kW)": 13.08, "Battery Capacity (kWh)": 65.62, diff --git a/reoptjl/transposed_results.csv b/reoptjl/transposed_results.csv index 6720a454e..c0f186430 100644 --- a/reoptjl/transposed_results.csv +++ b/reoptjl/transposed_results.csv @@ -1,6 +1,6 @@ ,0,1,2 index,0,1,2 -Scenario,BAU,0ea46c21-0076-4437-98b9-f1d3f4d5255d,c9835dac-7ff7-43b1-9676-6bd135e3d167 +Scenario,BAU,b620d505-3891-47e4-9be2-b7f150a6dd82,9e7b3977-f3a0-4d2b-b371-392e34b34c50 PV Size (kW),-,32.8409,45.2187 Battery Size (kW),-,-,13.08 Battery Capacity (kWh),-,-,65.62