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"to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_2.json b/input_files/models/prosumer_models/jbr_MA_households/hh_2.json new file mode 100644 index 0000000000000000000000000000000000000000..1dc1810ef5f6c0bbdaaf8c1a700b40a30128f720 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_2.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 3.5, + "max_size": 3.5 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 4.0, + "max_size": 4.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_20.json b/input_files/models/prosumer_models/jbr_MA_households/hh_20.json new file mode 100644 index 0000000000000000000000000000000000000000..88aea46c8fdbbd8f36fb7e8ebc7fec2d1cfaebf6 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_20.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 7.0, + "max_size": 7.0 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 6.0, + "max_size": 6.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_3.json b/input_files/models/prosumer_models/jbr_MA_households/hh_3.json new file mode 100644 index 0000000000000000000000000000000000000000..a51f4882f02c89d10a684b628be8707557be14b0 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_3.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 6.8, + "max_size": 6.8 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 6.0, + "max_size": 6.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_4.json b/input_files/models/prosumer_models/jbr_MA_households/hh_4.json new file mode 100644 index 0000000000000000000000000000000000000000..15708275e860204177f2b6f05bf6afbf96c37ed7 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_4.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 9.8, + "max_size": 9.8 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 12.0, + "max_size": 12.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_5.json b/input_files/models/prosumer_models/jbr_MA_households/hh_5.json new file mode 100644 index 0000000000000000000000000000000000000000..af0ee2a4123ddfc07115f137c7749f4afccbb577 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_5.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 10.0, + "max_size": 10.0 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 10.0, + "max_size": 10.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_7.json b/input_files/models/prosumer_models/jbr_MA_households/hh_7.json new file mode 100644 index 0000000000000000000000000000000000000000..546f4e561c72d66431f71e84ebaff816330dd7c2 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_7.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 13.6, + "max_size": 13.6 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 8.0, + "max_size": 8.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/input_files/models/prosumer_models/jbr_MA_households/hh_8.json b/input_files/models/prosumer_models/jbr_MA_households/hh_8.json new file mode 100644 index 0000000000000000000000000000000000000000..a88e82dad4fc2c7ee9a1e2154d884665a3132c84 --- /dev/null +++ b/input_files/models/prosumer_models/jbr_MA_households/hh_8.json @@ -0,0 +1,80 @@ +{ + "components": { + "pv_roof": { + "type": "PVGenerator", + "model": "PV2", + "min_size": 4.8, + "max_size": 4.8 + }, + "inv_pv_bat": { + "type": "DynamicInverter", + "model": "STP-7000TL-20", + "min_size": 0.0, + "max_size": 20.0 + }, + "battery": { + "type": "LiionBattery", + "model": "BAT1", + "min_size": 6.0, + "max_size": 6.0 + }, + "grd": { + "type": "ElectricalGrid", + "model": "GRD1", + "min_size": 1000.0, + "max_size": 1000.0, + "price": 0.3046, + "injection_price": 0.0793, + "emission": 0.401 + }, + "elec_cns": { + "type": "ElectricalConsumption" + } + }, + "connections": [ + { + "from": "pv_roof", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "battery", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "grd", + "input": 1 + }, + { + "from": "inv_pv_bat", + "output": 1, + "to": "elec_cns", + "input": 1 + }, + { + "from": "battery", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "inv_pv_bat", + "input": 1 + }, + { + "from": "grd", + "output": 1, + "to": "elec_cns", + "input": 1 + } + ], + "yearly_interest": 0.03, + "planning_horizon": 20 +} \ No newline at end of file diff --git a/runme_community_with_cable.py b/runme_community_with_cable.py new file mode 100644 index 0000000000000000000000000000000000000000..735a5b72ed88049604315b3ee522add4f022c926 --- /dev/null +++ b/runme_community_with_cable.py @@ -0,0 +1,161 @@ +""" +MIT License + +Copyright (c) 2023 RWTH Aachen University + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in +all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +THE SOFTWARE. +""" + +import pandas as pd +import Tooling.input_profile_processor.input_profile_processor +from Tooling.dynamics.Dynamic import GlobalDynamic +import Model_Library.Prosumer.main as main_prosumer +import Model_Library.District.main as main_district +from enum import Enum +import json + +class SimulationScope(Enum): + PROSUMER = 1 + DISTRICT = 2 + +simulation_scope = SimulationScope.DISTRICT +t_start = pd.Timestamp("2019-01-01 00:00:00") # start time of simulation +global_dynamic = GlobalDynamic([3600 for i in range(24*365)]) +dynamic = global_dynamic.root() + +input_profile_dict = {'irradiance_1': {'type': 'irradiance', 'file': 'input_files/data/irradiance/Lindenberg2006BSRN_Irradiance_60sec.csv'}, + 'temperature_1': {'type': 'air_temperature', 'file': 'input_files/data/temperature/temperature.csv'}, + 'demand_electric_1': {'type': 'elec_demand', 'generate': {'yearly_demand': 4650}}, + 'demand_electric_2': {'type': 'elec_demand', 'generate': {'yearly_demand': 2800}}, + 'demand_electric_3': {'type': 'elec_demand', 'generate': {'yearly_demand': 3000}}, + 'demand_electric_4': {'type': 'elec_demand', 'generate': {'yearly_demand': 2900}}, + 'demand_electric_5': {'type': 'elec_demand', 'generate': {'yearly_demand': 5000}}, + 'demand_electric_7': {'type': 'elec_demand', 'generate': {'yearly_demand': 2600}}, + 'demand_electric_8': {'type': 'elec_demand', 'generate': {'yearly_demand': 3100}}, + 'demand_electric_10': {'type': 'elec_demand', 'generate': {'yearly_demand': 2900}}, + 'demand_electric_11': {'type': 'elec_demand', 'generate': {'yearly_demand': 2500}}, + 'demand_electric_12': {'type': 'elec_demand', 'generate': {'yearly_demand': 10500}}, + 'demand_electric_14': {'type': 'elec_demand', 'generate': {'yearly_demand': 4600}}, + 'demand_electric_16': {'type': 'elec_demand', 'generate': {'yearly_demand': 4500}}, + 'demand_electric_17': {'type': 'elec_demand', 'generate': {'yearly_demand': 7000}}, + 'demand_electric_19': {'type': 'elec_demand', 'generate': {'yearly_demand': 3000}}, + 'demand_electric_20': {'type': 'elec_demand', 'generate': {'yearly_demand': 3000}}, + 'elec_price_1': {'type': 'elec_price', 'file': 'input_files/data/prices/day-ahead/spot_price_2021.csv'}} + +input_profiles = Tooling.input_profile_processor.input_profile_processor.process_input_profiles(input_profile_dict, t_start, dynamic) + +prosumer_paths = {'hh1': 'input_files/models/prosumer_models/jbr_MA_households/hh_1.json', + 'hh2': 'input_files/models/prosumer_models/jbr_MA_households/hh_2.json', + 'hh3': 'input_files/models/prosumer_models/jbr_MA_households/hh_3.json', + 'hh4': 'input_files/models/prosumer_models/jbr_MA_households/hh_4.json', + 'hh5': 'input_files/models/prosumer_models/jbr_MA_households/hh_5.json', + 'hh7': 'input_files/models/prosumer_models/jbr_MA_households/hh_7.json', + 'hh8': 'input_files/models/prosumer_models/jbr_MA_households/hh_8.json', + 'hh10': 'input_files/models/prosumer_models/jbr_MA_households/hh_10.json', + 'hh11': 'input_files/models/prosumer_models/jbr_MA_households/hh_11.json', + 'hh12': 'input_files/models/prosumer_models/jbr_MA_households/hh_12.json', + 'hh14': 'input_files/models/prosumer_models/jbr_MA_households/hh_14.json', + 'hh16': 'input_files/models/prosumer_models/jbr_MA_households/hh_16.json', + 'hh17': 'input_files/models/prosumer_models/jbr_MA_households/hh_17.json', + 'hh19': 'input_files/models/prosumer_models/jbr_MA_households/hh_19.json', + 'hh20': 'input_files/models/prosumer_models/jbr_MA_households/hh_20.json'} +prosumer_profiles = {'hh1': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_1'}}, + 'hh2': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_2'}}, + 'hh3': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_3'}}, + 'hh4': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_4'}}, + 'hh5': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_5'}}, + 'hh7': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_7'}}, + 'hh8': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_8'}}, + 'hh10': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_10'}}, + 'hh11': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_11'}}, + 'hh12': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_12'}}, + 'hh14': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_14'}}, + 'hh16': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_16'}}, + 'hh17': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_17'}}, + 'hh19': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_19'}}, + 'hh20': {'pv_roof': {'irradiance': 'irradiance_1', 'temperature': 'temperature_1'}, + 'elec_cns': {'consumption': 'demand_electric_20'}}} +prosumer_dict = dict() +for prosumer_name, prosumer_path in prosumer_paths.items(): + with open(prosumer_path) as f: + prosumer_json = json.load(f) + prosumer_dict[prosumer_name] = prosumer_json +for prosumer_name, component_profiles in prosumer_profiles.items(): + for component_name, profiles in component_profiles.items(): + prosumer_dict[prosumer_name]['components'][component_name].update(profiles) + +prosumer_main = main_prosumer.ProsumerMain(prosumer_dict, input_profiles, dynamic) + +prosumer_sizing_strategy = ['annuity'] +prosumer_main.optimize_sizing('sized', prosumer_sizing_strategy) + +prosumer_main.save_results() + +prosumers = prosumer_main.prosumers + +if simulation_scope == SimulationScope.PROSUMER: + exit() + +district_asset_paths = {} +district_asset_profiles = {} +district_asset_dict = dict() +for district_asset_name, district_asset_path in district_asset_paths.items(): + with open(district_asset_path) as f: + district_asset_json = json.load(f) + district_asset_dict[district_asset_name] = district_asset_json +for district_asset_name, component_profiles in district_asset_profiles.items(): + for component_name, profiles in component_profiles.items(): + district_asset_dict[district_asset_name]['components'][component_name].update(profiles) + +district_assets = main_prosumer.DistrictAssetMain(district_asset_dict, input_profiles, dynamic).district_assets + +district_paths = {'community_baseline_with_cable': 'input_files/models/district_models/example_community/district_new.json'} +district_profiles = {'community_baseline_with_cable': {'wholesale_price': 'elec_price_1', 'injection_price': 'elec_price_1'}} +district_dict = dict() +for district_name, district_path in district_paths.items(): + with open(district_path) as f: + district_json = json.load(f) + district_dict[district_name] = district_json +for district_name, profiles in district_profiles.items(): + district_dict[district_name].update(profiles) + +district_main = main_district.DistrictMain(district_dict, prosumers, district_assets, input_profiles, dynamic) + +district_sizing_strategy = 'max_operational_profit' +district_main.optimize_district('with cable') +# district_main.optimize_sizing('sized', district_sizing_strategy) +# +# district_operation_strategy = 'max_operational_profit' +# district_main.optimize_operation('validated', district_operation_strategy) + +district_main.save_results()