From 00e2a9d9bf067de9a27d02956603a15ec24b15cc Mon Sep 17 00:00:00 2001 From: s_ranjbar Date: Wed, 11 Dec 2024 22:25:53 +0100 Subject: [PATCH] feat: energy community assessments completed --- .../random_assignation.py | 12 +- .../montreal_future_systems.xml | 14 +- hub/imports/usage/comnet_usage_parameters.py | 6 +- hub/imports/usage/nrcan_usage_parameters.py | 6 +- input_files/1.geojson | 715 ++ input_files/2.geojson | 3085 ++++++++ input_files/3.geojson | 2515 +++++++ input_files/selected_buildings.geojson | 6189 +++++++++++++++++ input_files/selected_buildings_1.geojson | 1 + main.py | 132 + pv_athena.py | 98 + real_map_with_ids.html | 198 + 12 files changed, 12956 insertions(+), 15 deletions(-) create mode 100644 input_files/1.geojson create mode 100644 input_files/2.geojson create mode 100644 input_files/3.geojson create mode 100644 input_files/selected_buildings.geojson create mode 100644 input_files/selected_buildings_1.geojson create mode 100644 pv_athena.py create mode 100644 real_map_with_ids.html diff --git a/energy_system_modelling_package/random_assignation.py b/energy_system_modelling_package/random_assignation.py index 16cb7745..196ead15 100644 --- a/energy_system_modelling_package/random_assignation.py +++ b/energy_system_modelling_package/random_assignation.py @@ -29,7 +29,7 @@ residential_systems_percentage = {'system 1 gas': 15, 'system 8 electricity': 35} residential_new_systems_percentage = { - 'Central Hydronic Air and Gas Source Heating System with Unitary Split Cooling and Air Source HP DHW and Grid Tied PV': 100, + 'Central Hydronic Air and Gas Source Heating System with Unitary Split Cooling and Air Source HP DHW and Grid Tied PV': 0, 'Central Hydronic Air and Electricity Source Heating System with Unitary Split Cooling and Air Source HP DHW and Grid Tied PV': 0, 'Central Hydronic Ground and Gas Source Heating System with Unitary Split Cooling and Air Source HP DHW and Grid Tied PV': 0, 'Central Hydronic Ground and Electricity Source Heating System with Unitary Split Cooling and Air Source HP DHW ' @@ -43,7 +43,7 @@ residential_new_systems_percentage = { 'Central Hydronic Ground and Electricity Source Heating System with Unitary Split and Air Source HP DHW': 0, 'Central Hydronic Water and Gas Source Heating System with Unitary Split and Air Source HP DHW': 0, 'Central Hydronic Water and Electricity Source Heating System with Unitary Split and Air Source HP DHW': 0, - 'Grid Tied PV System': 0, + 'Grid Tied PV System': 100, 'system 1 gas': 0, 'system 1 gas grid tied pv': 0, 'system 1 electricity': 0, @@ -70,12 +70,12 @@ non_residential_systems_percentage = {'system 1 gas': 0, 'system 1 electricity': 0, 'system 2 gas': 0, 'system 2 electricity': 0, - 'system 3 and 4 gas': 39, - 'system 3 and 4 electricity': 36, + 'system 3 and 4 gas': 50, + 'system 3 and 4 electricity': 0, 'system 5 gas': 0, 'system 5 electricity': 0, - 'system 6 gas': 13, - 'system 6 electricity': 12, + 'system 6 gas': 50, + 'system 6 electricity': 0, 'system 8 gas': 0, 'system 8 electricity': 0} diff --git a/hub/data/energy_systems/montreal_future_systems.xml b/hub/data/energy_systems/montreal_future_systems.xml index 12f5130e..60613716 100644 --- a/hub/data/energy_systems/montreal_future_systems.xml +++ b/hub/data/energy_systems/montreal_future_systems.xml @@ -449,19 +449,19 @@ 12 Photovoltaic Module photovoltaic - 445MS + CS7N650MS Canadian Solar - 332 - 0.201 + 487 + 0.209 20 - 40 + 41 800 25 1000 - 445 + 650 0.35 - 2.01 - 1.048 + 2.4 + 1.3 diff --git a/hub/imports/usage/comnet_usage_parameters.py b/hub/imports/usage/comnet_usage_parameters.py index 08d8175c..b930d346 100644 --- a/hub/imports/usage/comnet_usage_parameters.py +++ b/hub/imports/usage/comnet_usage_parameters.py @@ -39,7 +39,11 @@ class ComnetUsageParameters: comnet_archetype_usages = [] building_functions = building.function.split('_') for function in building_functions: - usages.append(function.split('-')) + try: + float(function.split('-')[0]) + usages.append(function.split('-', maxsplit=1)) + except ValueError: + usages.append([function]) for usage in usages: comnet_usage_name = Dictionaries().hub_usage_to_comnet_usage[usage[-1]] try: diff --git a/hub/imports/usage/nrcan_usage_parameters.py b/hub/imports/usage/nrcan_usage_parameters.py index 4ff99a29..2e10e654 100644 --- a/hub/imports/usage/nrcan_usage_parameters.py +++ b/hub/imports/usage/nrcan_usage_parameters.py @@ -39,7 +39,11 @@ class NrcanUsageParameters: comnet_archetype_usages = [] building_functions = building.function.split('_') for function in building_functions: - usages.append(function.split('-')) + try: + float(function.split('-')[0]) + usages.append(function.split('-', maxsplit=1)) + except ValueError: + usages.append([function]) for usage in usages: usage_name = Dictionaries().hub_usage_to_nrcan_usage[usage[-1]] try: diff --git a/input_files/1.geojson b/input_files/1.geojson new file mode 100644 index 00000000..58109d30 --- /dev/null +++ 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[-73.62455917130055, 45.529925054786936], [-73.624056068251, 45.529774883742355]]]}}, {"type": "Feature", "properties": {"name": "03081995", "address": "avenue Ogilvy (MTL) 444", "function": 1000, "height": 10, "year_of_construction": 1955, "id": 128445}, "geometry": {"type": "Polygon", "coordinates": [[[-73.62452499092255, 45.529748746108915], [-73.62448097226299, 45.52975016004159], [-73.6246354856489, 45.52979534974257], [-73.62471119047582, 45.529668646272796], [-73.62470479138236, 45.52966674649997], [-73.62445938853517, 45.52959235809751], [-73.62445536849485, 45.52959118278851], [-73.6243847903687, 45.52970614660761], [-73.62452499092255, 45.529748746108915]], [[-73.62452499092255, 45.529748746108915], [-73.6245255898649, 45.52974864647372], [-73.62452549044556, 45.52974884634636], [-73.62452499092255, 45.529748746108915]]]}}]} \ No newline at end of file diff --git a/main.py b/main.py index e69de29b..dc392b81 100644 --- a/main.py +++ b/main.py @@ -0,0 +1,132 @@ +from pathlib import Path +import pandas as pd +from building_modelling.ep_run_enrich import energy_plus_workflow +from hub.helpers.dictionaries import Dictionaries +from hub.imports.construction_factory import ConstructionFactory +from hub.imports.energy_systems_factory import EnergySystemsFactory +from hub.imports.geometry_factory import GeometryFactory +from hub.imports.usage_factory import UsageFactory +from hub.imports.weather_factory import WeatherFactory +from energy_system_modelling_package import random_assignation +from energy_system_modelling_package.energy_system_modelling_factories.pv_assessment.electricity_demand_calculator import HourlyElectricityDemand +import hub.helpers.constants as cte +import json +base_path = Path(__file__).parent.resolve() +input_files_path = base_path / 'input_files' +input_files_path.mkdir(parents=True, exist_ok=True) +output_files_path = base_path / 'out_files' +output_files_path.mkdir(exist_ok=True, parents=True) +energy_plus_output_path = output_files_path / 'energy_plus_outputs' +energy_plus_output_path.mkdir(parents=True, exist_ok=True) +geojson_path = input_files_path / 'selected_buildings.geojson' +city = GeometryFactory(file_type='geojson', + path=geojson_path, + aliases_field=['address'], + height_field='height', + year_of_construction_field='year_of_construction', + function_field='function', + function_to_hub=Dictionaries().montreal_function_to_hub_function).city +for building in city.buildings: + if Dictionaries().hub_function_to_nrcan_construction_function[building.function] == 'n/a': + building.function = cte.WAREHOUSE +ConstructionFactory('nrcan', city).enrich() +UsageFactory('nrcan', city).enrich() +WeatherFactory('epw', city).enrich() +residential_buildings = [] +non_residential_buildings = [] +for building in city.buildings: + if building.function == cte.RESIDENTIAL: + residential_buildings.append(building) + else: + non_residential_buildings.append(building) +# random_assignation.call_random(residential_buildings, random_assignation.residential_systems_percentage) +# random_assignation.call_random(non_residential_buildings, random_assignation.non_residential_systems_percentage) +# EnergySystemsFactory('montreal_future', city).enrich() +base_results = pd.read_csv(output_files_path / 'results_summary.csv') +energy_system_archetypes = base_results['energy_system_archetype_name'].to_list() +for (i, building) in enumerate(city.buildings): + building.energy_systems_archetype_name = energy_system_archetypes[i] +EnergySystemsFactory('montreal_future', city).enrich() +energy_plus_workflow(city, energy_plus_output_path) +# hourly_simulation_results = {} +# hourly_elec_consumption = pd.DataFrame() +# hourly_lighting_appliance_consumption = pd.DataFrame() +# for building in city.buildings: +# hourly_electricity_consumption = HourlyElectricityDemand(building).calculate() +# heating_electricity_consumption = building.heating_consumption[ +# cte.HOUR] if 'electricity' in building.energy_systems_archetype_name else [0] * len( +# building.heating_demand[cte.HOUR]) +# dhw_electricity_consumption = building.domestic_hot_water_consumption[ +# cte.HOUR] if 'electricity' in building.energy_systems_archetype_name else [0] * len( +# building.domestic_hot_water_heat_demand[cte.HOUR]) +# if building.cooling_consumption[cte.YEAR][0] == 0: +# cooling_electricity_consumption = [building.cooling_demand[cte.HOUR][i] / (2 * 3.23) for i in +# range(len(building.cooling_consumption[cte.HOUR]))] +# hourly_electricity_consumption = [hourly_electricity_consumption[i] + cooling_electricity_consumption[i] for i in range(len(hourly_electricity_consumption))] +# else: +# cooling_electricity_consumption = building.cooling_consumption[cte.HOUR] +# lighting = building.lighting_electrical_demand[cte.HOUR] +# appliance = building.appliances_electrical_demand[cte.HOUR] +# +# results = pd.DataFrame() +# results['heating_electricity_consumption_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in +# heating_electricity_consumption] +# results['cooling_electricity_consumption_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in +# cooling_electricity_consumption] +# results['dhw_electricity_consumption_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in +# dhw_electricity_consumption] +# results['lighting_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in lighting] +# +# results['appliance_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in appliance] +# results['lighting_appliance_total_kWh'] = [(lighting[i] + appliance[i]) / (cte.WATTS_HOUR_TO_JULES * 1000) +# for i in range(len(lighting))] +# results['total_electricity_consumption_kWh'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in hourly_electricity_consumption] +# results.to_csv(output_files_path / 'paper_results' / 'individual_building_simulation_results' / f'{building.name}.csv') +# hourly_elec_consumption[f'{building.name}'] = [x / (cte.WATTS_HOUR_TO_JULES * 1000) for x in hourly_electricity_consumption] +# hourly_lighting_appliance_consumption[f'{building.name}'] = [(lighting[i] + appliance[i]) / (cte.WATTS_HOUR_TO_JULES * 1000) +# for i in range(len(lighting))] +# +# hourly_elec_consumption.to_csv(output_files_path / 'paper_results' / 'total_hourly_electricity_consumption.csv') +# hourly_lighting_appliance_consumption.to_csv(output_files_path / 'paper_results' / 'total_lighting_appliance.csv') +building_names = [building.name for building in city.buildings] +building_addresses = [building.aliases[0] for building in city.buildings] +building_heights = [building.max_height for building in city.buildings] +buildings_total_floor_areas = [building.thermal_zones_from_internal_zones[0].total_floor_area + for building in city.buildings] +buildings_roof_areas = [building.roofs[0].perimeter_area for building in city.buildings] +building_energy_system_archetype_names = [building.energy_systems_archetype_name for building in city.buildings] +building_yearly_heating_electricity_consumptions = [] +building_yearly_dhw_electricity_consumptions = [] +for building in city.buildings: + if 'electricity' in building.energy_systems_archetype_name: + building_yearly_heating_electricity_consumptions.append(building.heating_consumption[cte.YEAR][0] / + (cte.WATTS_HOUR_TO_JULES * 1000)) + building_yearly_dhw_electricity_consumptions.append(building.domestic_hot_water_consumption[cte.YEAR][0] / + (cte.WATTS_HOUR_TO_JULES * 1000)) + else: + building_yearly_heating_electricity_consumptions.append(0) + building_yearly_dhw_electricity_consumptions.append(0) + +building_yearly_cooling_consumptions = [] +for building in city.buildings: + if building.cooling_consumption[cte.YEAR][0] == 0: + building_yearly_cooling_consumptions.append(building.cooling_demand[cte.YEAR][0] / (2 * 3.23 * cte.WATTS_HOUR_TO_JULES * 1000)) + else: + building_yearly_cooling_consumptions.append(building.cooling_consumption[cte.YEAR][0] / (cte.WATTS_HOUR_TO_JULES * 1000)) +building_yearly_lighting_demands = [building.lighting_electrical_demand[cte.YEAR][0] / (cte.WATTS_HOUR_TO_JULES * 1000) + for building in city.buildings] +building_yearly_appliance_demands = [building.appliances_electrical_demand[cte.YEAR][0] / (cte.WATTS_HOUR_TO_JULES * 1000) + for building in city.buildings] +summary = pd.DataFrame() +summary['building_name'] = building_names +summary['building_address'] = building_addresses +summary['building_height_m'] = building_heights +summary['total_floor_area_m2'] = buildings_total_floor_areas +summary['roof_area_m2'] = buildings_roof_areas +summary['energy_system_archetype_name'] = building_energy_system_archetype_names +summary['yearly_heating_electricity_consumption_kWh'] = building_yearly_heating_electricity_consumptions +summary['yearly_cooling_electricity_consumption_kWh'] = building_yearly_cooling_consumptions +summary['yearly_dhw_electricity_consumption_kWh'] = building_yearly_dhw_electricity_consumptions +summary['yearly_lighting_consumption_kWh'] = building_yearly_lighting_demands +summary['yearly_appliance_consumption_kWh'] = building_yearly_appliance_demands +summary.to_csv(output_files_path / 'yearly_results.csv', index=False) diff --git a/pv_athena.py b/pv_athena.py new file mode 100644 index 00000000..a38fa480 --- /dev/null +++ b/pv_athena.py @@ -0,0 +1,98 @@ +from pathlib import Path +import subprocess + +import pandas as pd + +from energy_system_modelling_package import random_assignation +from energy_system_modelling_package.energy_system_modelling_factories.pv_assessment.pv_system_assessment import \ + PvSystemAssessment +from energy_system_modelling_package.energy_system_modelling_factories.pv_assessment.solar_calculator import \ + SolarCalculator +from hub.imports.energy_systems_factory import EnergySystemsFactory +from hub.imports.geometry_factory import GeometryFactory +from hub.helpers.dictionaries import Dictionaries +from hub.imports.construction_factory import ConstructionFactory +from hub.imports.usage_factory import UsageFactory +from hub.imports.weather_factory import WeatherFactory +from hub.imports.results_factory import ResultFactory +from hub.exports.exports_factory import ExportsFactory +import hub.helpers.constants as cte + +# Define paths for input and output directories, ensuring directories are created if they do not exist +base_path = Path(__file__).parent.resolve() +input_files_path = base_path / 'input_files' +input_files_path.mkdir(parents=True, exist_ok=True) +output_files_path = base_path / 'out_files' +output_files_path.mkdir(exist_ok=True, parents=True) +energy_plus_output_path = output_files_path / 'energy_plus_outputs' +energy_plus_output_path.mkdir(parents=True, exist_ok=True) +geojson_path = input_files_path / 'selected_buildings.geojson' +sra_output_path = output_files_path / 'sra_outputs' +sra_output_path.mkdir(parents=True, exist_ok=True) +pv_assessment_path = output_files_path / 'pv_outputs' +pv_assessment_path.mkdir(parents=True, exist_ok=True) +# Generate a GeoJSON file for city buildings based on latitude, longitude, and building dimensions + +# Initialize a city object from the geojson file, mapping building functions using a predefined dictionary +city = GeometryFactory(file_type='geojson', + path=geojson_path, + height_field='height', + year_of_construction_field='year_of_construction', + function_field='function', + function_to_hub=Dictionaries().montreal_function_to_hub_function).city +# Enrich city data with construction, usage, and weather information specific to the location +for building in city.buildings: + if Dictionaries().hub_function_to_nrcan_construction_function[building.function] == 'n/a': + building.function = cte.WAREHOUSE +ConstructionFactory('nrcan', city).enrich() +UsageFactory('nrcan', city).enrich() +WeatherFactory('epw', city).enrich() +# Execute the EnergyPlus workflow to simulate building energy performance and generate output +# energy_plus_workflow(city, energy_plus_output_path) +# Export the city data in SRA-compatible format to facilitate solar radiation assessment +ExportsFactory('sra', city, sra_output_path).export() +# Run SRA simulation using an external command, passing the generated SRA XML file path as input +sra_path = (sra_output_path / f'{city.name}_sra.xml').resolve() +subprocess.run(['sra', str(sra_path)]) +# Enrich city data with SRA simulation results for subsequent analysis +ResultFactory('sra', city, sra_output_path).enrich() +# Assign PV system archetype name to the buildings in city +random_assignation.call_random(city.buildings, random_assignation.residential_new_systems_percentage) +# Enrich city model with Montreal future systems parameters +EnergySystemsFactory('montreal_future', city).enrich() +# # Initialize solar calculation parameters (e.g., azimuth, altitude) and compute irradiance and solar angles +tilt_angle = 37 +solar_parameters = SolarCalculator(city=city, + surface_azimuth_angle=180, + tilt_angle=tilt_angle, + standard_meridian=-75) +solar_angles = solar_parameters.solar_angles # Obtain solar angles for further analysis +solar_parameters.tilted_irradiance_calculator() # Calculate the solar radiation on a tilted surface +# # PV modelling building by building +# List of available PV modules ['RE400CAA Pure 2', 'RE410CAA Pure 2', 'RE420CAA Pure 2', 'RE430CAA Pure 2', +# 'REC600AA Pro M', 'REC610AA Pro M', 'REC620AA Pro M', 'REC630AA Pro M', 'REC640AA Pro M'] +building_names = [] +hourly_pv_outputs = pd.DataFrame() +for building in city.buildings: + building_names.append(building.name) + pv_modeller = PvSystemAssessment(building=building, + pv_system=None, + battery=None, + tilt_angle=tilt_angle, + solar_angles=solar_angles, + pv_installation_type='rooftop', + simulation_model_type='explicit', + module_model_name='CS7N650MS', + inverter_efficiency=0.95, + system_catalogue_handler='montreal_future', + roof_percentage_coverage=0.75, + facade_coverage_percentage=0, + csv_output=False, + output_path=pv_assessment_path) + pv_modeller.enrich() + results = pv_modeller.results + pv_output = [x / 1000 for x in results['total_hourly_pv_system_output_W']] + hourly_pv_outputs[f'{building.name}'] = pv_output +hourly_pv_outputs.to_csv(output_files_path / 'paper_results' / 'hourly_pv_outputs.csv') + + diff --git a/real_map_with_ids.html b/real_map_with_ids.html new file mode 100644 index 00000000..3bac9ee3 --- /dev/null +++ b/real_map_with_ids.html @@ -0,0 +1,198 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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