802 lines
26 KiB
Python
802 lines
26 KiB
Python
"""
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Building module
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SPDX - License - Identifier: LGPL - 3.0 - or -later
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Copyright © 2022 Concordia CERC group
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Project Coder Guille Gutierrez guillermo.gutierrezmorote@concordia.ca
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Code contributors: Pilar Monsalvete Alvarez de Uribarri pilar.monsalvete@concordia.ca
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"""
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import logging
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from typing import List, Union, TypeVar
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import numpy as np
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import hub.helpers.constants as cte
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from hub.city_model_structure.attributes.polyhedron import Polyhedron
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from hub.city_model_structure.building_demand.household import Household
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from hub.city_model_structure.building_demand.internal_zone import InternalZone
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from hub.city_model_structure.building_demand.thermal_zone import ThermalZone
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from hub.city_model_structure.building_demand.surface import Surface
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from hub.city_model_structure.city_object import CityObject
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from hub.city_model_structure.energy_systems.energy_system import EnergySystem
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from hub.helpers.peak_loads import PeakLoads
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City = TypeVar('City')
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class Building(CityObject):
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"""
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Building(CityObject) class
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"""
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def __init__(self, name, surfaces, year_of_construction, function, terrains=None, city=None):
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super().__init__(name, surfaces)
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self._city = city
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self._households = None
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self._basement_heated = None
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self._attic_heated = None
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self._terrains = terrains
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self._year_of_construction = year_of_construction
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self._function = function
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self._average_storey_height = None
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self._storeys_above_ground = None
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self._floor_area = None
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self._roof_type = None
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self._internal_zones = None
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self._thermal_zones_from_internal_zones = None
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self._shell = None
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self._aliases = []
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self._type = 'building'
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self._cold_water_temperature = {}
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self._heating_demand = {}
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self._cooling_demand = {}
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self._lighting_electrical_demand = {}
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self._appliances_electrical_demand = {}
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self._domestic_hot_water_heat_demand = {}
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self._heating_consumption = {}
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self._cooling_consumption = {}
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self._domestic_hot_water_consumption = {}
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self._distribution_systems_electrical_consumption = {}
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self._onsite_electrical_production = {}
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self._eave_height = None
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self._energy_systems = None
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self._systems_archetype_name = None
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self._grounds = []
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self._roofs = []
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self._walls = []
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self._internal_walls = []
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self._ground_walls = []
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self._attic_floors = []
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self._interior_slabs = []
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for surface_id, surface in enumerate(self.surfaces):
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self._min_x = min(self._min_x, surface.lower_corner[0])
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self._min_y = min(self._min_y, surface.lower_corner[1])
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self._min_z = min(self._min_z, surface.lower_corner[2])
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self._max_x = max(self._max_x, surface.upper_corner[0])
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self._max_y = max(self._max_y, surface.upper_corner[1])
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self._max_z = max(self._max_z, surface.upper_corner[2])
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surface.id = surface_id
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if surface.type == cte.GROUND:
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self._grounds.append(surface)
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elif surface.type == cte.WALL:
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self._walls.append(surface)
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elif surface.type == cte.ROOF:
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self._roofs.append(surface)
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elif surface.type == cte.INTERIOR_WALL:
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self._internal_walls.append(surface)
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elif surface.type == cte.GROUND_WALL:
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self._ground_walls.append(surface)
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elif surface.type == cte.ATTIC_FLOOR:
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self._attic_floors.append(surface)
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elif surface.type == cte.INTERIOR_SLAB:
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self._interior_slabs.append(surface)
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else:
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logging.error(f'Building %s [%s] has an unexpected surface type %s.', self.name, self.aliases, surface.type)
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@property
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def shell(self) -> Polyhedron:
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"""
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Get building's external polyhedron
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:return: [Polyhedron]
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"""
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polygons = []
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for surface in self.surfaces:
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if surface.type is not cte.INTERIOR_WALL:
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polygons.append(surface.solid_polygon)
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if surface.holes_polygons is not None:
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for hole in surface.holes_polygons:
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polygons.append(hole)
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if self._shell is None:
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self._shell = Polyhedron(polygons)
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return self._shell
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@property
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def internal_zones(self) -> List[InternalZone]:
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"""
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Get building internal zones
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For Lod up to 3, there is only one internal zone which corresponds to the building shell.
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In LoD 4 there can be more than one. In this case the definition of surfaces and floor area must be redefined.
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:return: [InternalZone]
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"""
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if self._internal_zones is None:
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self._internal_zones = [InternalZone(self.surfaces, self.floor_area, self.volume)]
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return self._internal_zones
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@property
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def thermal_zones_from_internal_zones(self) -> Union[None, List[ThermalZone]]:
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"""
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Get building thermal zones
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:return: [ThermalZone]
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"""
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if self._thermal_zones_from_internal_zones is None:
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self._thermal_zones_from_internal_zones = []
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for internal_zone in self.internal_zones:
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if internal_zone.thermal_zones_from_internal_zones is None:
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self._thermal_zones_from_internal_zones = None
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return self._thermal_zones_from_internal_zones
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self._thermal_zones_from_internal_zones.append(internal_zone.thermal_zones_from_internal_zones[0])
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return self._thermal_zones_from_internal_zones
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@property
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def grounds(self) -> List[Surface]:
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"""
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Get building ground surfaces
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:return: [Surface]
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"""
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return self._grounds
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@property
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def roofs(self) -> List[Surface]:
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"""
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Get building roof surfaces
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:return: [Surface]
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"""
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return self._roofs
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@property
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def walls(self) -> List[Surface]:
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"""
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Get building wall surfaces
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:return: [Surface]
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"""
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return self._walls
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@property
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def internal_walls(self) -> List[Surface]:
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"""
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Get building internal wall surfaces
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:return: [Surface]
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"""
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return self._internal_walls
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@property
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def terrains(self) -> Union[None, List[Surface]]:
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"""
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Get city object terrain surfaces
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:return: [Surface]
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"""
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return self._terrains
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@property
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def attic_heated(self) -> Union[None, int]:
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"""
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Get if the city object attic is heated
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0: no attic in the building
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1: attic exists but is not heated
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2: attic exists and is heated
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:return: None or int
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"""
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return self._attic_heated
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@attic_heated.setter
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def attic_heated(self, value):
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"""
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Set if the city object attic is heated
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0: no attic in the building
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1: attic exists but is not heated
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2: attic exists and is heated
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:param value: int
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"""
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if value is not None:
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self._attic_heated = int(value)
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@property
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def basement_heated(self) -> Union[None, int]:
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"""
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Get if the city object basement is heated
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0: no basement in the building
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1: basement exists but is not heated
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2: basement exists and is heated
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:return: None or int
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"""
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return self._basement_heated
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@basement_heated.setter
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def basement_heated(self, value):
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"""
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Set if the city object basement is heated
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0: no basement in the building
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1: basement exists but is not heated
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2: basement exists and is heated
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:param value: int
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"""
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if value is not None:
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self._basement_heated = int(value)
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@property
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def year_of_construction(self):
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"""
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Get building year of construction
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:return: int
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"""
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return self._year_of_construction
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@year_of_construction.setter
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def year_of_construction(self, value):
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"""
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Set building year of construction
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:param value: int
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"""
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if value is not None:
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self._year_of_construction = int(value)
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@property
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def function(self) -> Union[None, str]:
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"""
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Get building function
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:return: None or str
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"""
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return self._function
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@function.setter
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def function(self, value):
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"""
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Set building function
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:param value: str
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"""
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if value is not None:
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self._function = str(value)
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@property
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def average_storey_height(self) -> Union[None, float]:
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"""
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Get building average storey height in meters
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:return: None or float
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"""
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if len(self.internal_zones) > 1:
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self._average_storey_height = 0
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for internal_zone in self.internal_zones:
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self._average_storey_height += internal_zone.mean_height / len(self.internal_zones)
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else:
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if self.internal_zones[0].thermal_archetype is None:
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self._average_storey_height = None
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else:
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self._average_storey_height = self.internal_zones[0].thermal_archetype.average_storey_height
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return self._average_storey_height
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@average_storey_height.setter
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def average_storey_height(self, value):
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"""
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Set building average storey height in meters
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:param value: float
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"""
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if value is not None:
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self._average_storey_height = float(value)
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@property
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def storeys_above_ground(self) -> Union[None, int]:
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"""
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Get building storeys number above ground
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:return: None or int
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"""
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if self._storeys_above_ground is None:
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if self.eave_height is not None and self.average_storey_height is not None:
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self._storeys_above_ground = int(self.eave_height / self.average_storey_height)
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return self._storeys_above_ground
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@storeys_above_ground.setter
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def storeys_above_ground(self, value):
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"""
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Set building storeys number above ground
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:param value: int
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"""
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if value is not None:
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self._storeys_above_ground = int(value)
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@property
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def cold_water_temperature(self) -> {float}:
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"""
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Get cold water temperature in degrees Celsius
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:return: dict{[float]}
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"""
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return self._cold_water_temperature
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@cold_water_temperature.setter
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def cold_water_temperature(self, value):
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"""
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Set cold water temperature in degrees Celsius
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:param value: dict{[float]}
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"""
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self._cold_water_temperature = value
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@property
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def heating_demand(self) -> dict:
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"""
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Get heating demand in J
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:return: dict{[float]}
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"""
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return self._heating_demand
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@heating_demand.setter
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def heating_demand(self, value):
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"""
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Set heating demand in J
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:param value: dict{[float]}
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"""
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self._heating_demand = value
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@property
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def cooling_demand(self) -> dict:
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"""
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Get cooling demand in J
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:return: dict{[float]}
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"""
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return self._cooling_demand
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@cooling_demand.setter
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def cooling_demand(self, value):
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"""
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Set cooling demand in J
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:param value: dict{[float]}
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"""
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self._cooling_demand = value
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@property
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def lighting_electrical_demand(self) -> dict:
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"""
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Get lighting electrical demand in J
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:return: dict{[float]}
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"""
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return self._lighting_electrical_demand
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@lighting_electrical_demand.setter
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def lighting_electrical_demand(self, value):
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"""
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Set lighting electrical demand in J
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:param value: dict{[float]}
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"""
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self._lighting_electrical_demand = value
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@property
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def appliances_electrical_demand(self) -> dict:
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"""
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Get appliances electrical demand in J
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:return: dict{[float]}
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"""
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return self._appliances_electrical_demand
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@appliances_electrical_demand.setter
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def appliances_electrical_demand(self, value):
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"""
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Set appliances electrical demand in J
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:param value: dict{[float]}
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"""
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self._appliances_electrical_demand = value
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@property
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def domestic_hot_water_heat_demand(self) -> dict:
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"""
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Get domestic hot water heat demand in J
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:return: dict{[float]}
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"""
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return self._domestic_hot_water_heat_demand
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@domestic_hot_water_heat_demand.setter
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def domestic_hot_water_heat_demand(self, value):
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"""
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Set domestic hot water heat demand in J
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:param value: dict{[float]}
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"""
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self._domestic_hot_water_heat_demand = value
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@property
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def lighting_peak_load(self) -> Union[None, dict]:
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"""
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Get lighting peak load in W
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:return: dict{[float]}
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"""
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results = {}
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peak_lighting = 0
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peak = 0
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for thermal_zone in self.thermal_zones_from_internal_zones:
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lighting = thermal_zone.lighting
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for schedule in lighting.schedules:
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peak = max(schedule.values) * lighting.density * thermal_zone.total_floor_area
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if peak > peak_lighting:
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peak_lighting = peak
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results[cte.MONTH] = [peak for _ in range(0, 12)]
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results[cte.YEAR] = [peak]
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return results
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@property
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def appliances_peak_load(self) -> Union[None, dict]:
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"""
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Get appliances peak load in W
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:return: dict{[float]}
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"""
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results = {}
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peak_appliances = 0
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peak = 0
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for thermal_zone in self.thermal_zones_from_internal_zones:
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appliances = thermal_zone.appliances
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for schedule in appliances.schedules:
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peak = max(schedule.values) * appliances.density * thermal_zone.total_floor_area
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if peak > peak_appliances:
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peak_appliances = peak
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results[cte.MONTH] = [peak for _ in range(0, 12)]
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results[cte.YEAR] = [peak]
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return results
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@property
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def heating_peak_load(self) -> Union[None, dict]:
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"""
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Get heating peak load in W
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:return: dict{[float]}
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"""
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results = {}
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if cte.HOUR in self.heating_demand:
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monthly_values = PeakLoads().peak_loads_from_hourly(self.heating_demand[cte.HOUR])
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else:
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monthly_values = PeakLoads(self).heating_peak_loads_from_methodology
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if monthly_values is None:
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return None
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results[cte.MONTH] = [x * cte.WATTS_HOUR_TO_JULES for x in monthly_values]
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results[cte.YEAR] = [max(monthly_values)]
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return results
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@property
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def cooling_peak_load(self) -> Union[None, dict]:
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"""
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Get cooling peak load in W
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:return: dict{[float]}
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"""
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results = {}
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if cte.HOUR in self.cooling_demand:
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monthly_values = PeakLoads().peak_loads_from_hourly(self.cooling_demand[cte.HOUR])
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else:
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monthly_values = PeakLoads(self).cooling_peak_loads_from_methodology
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if monthly_values is None:
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return None
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results[cte.MONTH] = [x * cte.WATTS_HOUR_TO_JULES for x in monthly_values]
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results[cte.YEAR] = [max(monthly_values)]
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return results
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@property
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def eave_height(self):
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"""
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Get building eave height in meters
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:return: float
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"""
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if self._eave_height is None:
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self._eave_height = 0
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for wall in self.walls:
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self._eave_height = max(self._eave_height, wall.upper_corner[2]) - self.simplified_polyhedron.min_z
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return self._eave_height
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@property
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def roof_type(self):
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"""
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Get roof type for the building flat or pitch
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:return: str
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"""
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if self._roof_type is None:
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self._roof_type = 'flat'
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for roof in self.roofs:
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grads = np.rad2deg(roof.inclination)
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if 355 > grads > 5:
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self._roof_type = 'pitch'
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break
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return self._roof_type
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@roof_type.setter
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def roof_type(self, value):
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"""
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Set roof type for the building flat or pitch
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:return: str
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"""
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self._roof_type = value
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@property
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def floor_area(self):
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"""
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Get building floor area in square meters
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:return: float
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"""
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if self._floor_area is None:
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self._floor_area = 0
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for surface in self.surfaces:
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if surface.type == 'Ground':
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self._floor_area += surface.perimeter_polygon.area
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return self._floor_area
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@property
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def households(self) -> List[Household]:
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"""
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Get the list of households inside the building
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:return: List[Household]
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"""
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return self._households
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@property
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def is_conditioned(self):
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"""
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Get building heated flag
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:return: Boolean
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"""
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if self.internal_zones is None:
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return False
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for internal_zone in self.internal_zones:
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if internal_zone.usages is not None:
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for usage in internal_zone.usages:
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if usage.thermal_control is not None:
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return True
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return False
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@property
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def aliases(self):
|
|
"""
|
|
Get the alias name for the building
|
|
:return: str
|
|
"""
|
|
return self._aliases
|
|
|
|
def add_alias(self, value):
|
|
"""
|
|
Add a new alias for the building
|
|
"""
|
|
self._aliases.append(value)
|
|
if self.city is not None:
|
|
self.city.add_building_alias(self, value)
|
|
|
|
@property
|
|
def city(self) -> City:
|
|
"""
|
|
Get the city containing the building
|
|
:return: City
|
|
"""
|
|
return self._city
|
|
|
|
@city.setter
|
|
def city(self, value):
|
|
"""
|
|
Set the city containing the building
|
|
"""
|
|
self._city = value
|
|
|
|
@property
|
|
def usages_percentage(self):
|
|
"""
|
|
Get the usages and percentages for the building
|
|
"""
|
|
_usage = ''
|
|
for internal_zone in self.internal_zones:
|
|
if internal_zone.usages is None:
|
|
continue
|
|
for usage in internal_zone.usages:
|
|
_usage = f'{_usage}{usage.name}_{usage.percentage} '
|
|
return _usage.rstrip()
|
|
|
|
@property
|
|
def energy_systems(self) -> Union[None, List[EnergySystem]]:
|
|
"""
|
|
Get list of energy systems installed to cover the building demands
|
|
:return: [EnergySystem]
|
|
"""
|
|
return self._energy_systems
|
|
|
|
@energy_systems.setter
|
|
def energy_systems(self, value):
|
|
"""
|
|
Set list of energy systems installed to cover the building demands
|
|
:param value: [EnergySystem]
|
|
"""
|
|
self._energy_systems = value
|
|
|
|
@property
|
|
def energy_systems_archetype_name(self):
|
|
"""
|
|
Get energy systems archetype name
|
|
:return: str
|
|
"""
|
|
return self._systems_archetype_name
|
|
|
|
@energy_systems_archetype_name.setter
|
|
def energy_systems_archetype_name(self, value):
|
|
"""
|
|
Set energy systems archetype name
|
|
:param value: str
|
|
"""
|
|
self._systems_archetype_name = value
|
|
|
|
@property
|
|
def heating_consumption(self):
|
|
"""
|
|
Get energy consumption for heating according to the heating system installed in J
|
|
return: dict
|
|
"""
|
|
if len(self._heating_consumption) == 0:
|
|
for heating_demand_key in self.heating_demand:
|
|
demand = self.heating_demand[heating_demand_key]
|
|
consumption_type = cte.HEATING
|
|
final_energy_consumed = self._calculate_consumption(consumption_type, demand)
|
|
if final_energy_consumed is None:
|
|
continue
|
|
self._heating_consumption[heating_demand_key] = final_energy_consumed
|
|
return self._heating_consumption
|
|
|
|
@property
|
|
def cooling_consumption(self):
|
|
"""
|
|
Get energy consumption for cooling according to the cooling system installed in J
|
|
return: dict
|
|
"""
|
|
if len(self._cooling_consumption) == 0:
|
|
for cooling_demand_key in self.cooling_demand:
|
|
demand = self.cooling_demand[cooling_demand_key]
|
|
consumption_type = cte.COOLING
|
|
final_energy_consumed = self._calculate_consumption(consumption_type, demand)
|
|
if final_energy_consumed is None:
|
|
continue
|
|
self._cooling_consumption[cooling_demand_key] = final_energy_consumed
|
|
return self._cooling_consumption
|
|
|
|
@property
|
|
def domestic_hot_water_consumption(self):
|
|
"""
|
|
Get energy consumption for domestic according to the domestic hot water system installed in J
|
|
return: dict
|
|
"""
|
|
if len(self._domestic_hot_water_consumption) == 0:
|
|
for domestic_hot_water_demand_key in self.domestic_hot_water_heat_demand:
|
|
demand = self.domestic_hot_water_heat_demand[domestic_hot_water_demand_key]
|
|
consumption_type = cte.DOMESTIC_HOT_WATER
|
|
final_energy_consumed = self._calculate_consumption(consumption_type, demand)
|
|
if final_energy_consumed is None:
|
|
continue
|
|
self._domestic_hot_water_consumption[domestic_hot_water_demand_key] = final_energy_consumed
|
|
return self._domestic_hot_water_consumption
|
|
|
|
def _calculate_working_hours(self):
|
|
_working_hours = {}
|
|
for internal_zone in self.internal_zones:
|
|
for thermal_zone in internal_zone.thermal_zones_from_internal_zones:
|
|
_working_hours_per_thermal_zone = {}
|
|
for schedule in thermal_zone.thermal_control.hvac_availability_schedules:
|
|
_working_hours_per_schedule = [0] * len(schedule.values)
|
|
for i, value in enumerate(schedule.values):
|
|
if value > 0:
|
|
_working_hours_per_schedule[i] = 1
|
|
for day_type in schedule.day_types:
|
|
_working_hours_per_thermal_zone[day_type] = _working_hours_per_schedule
|
|
if len(_working_hours) == 0:
|
|
_working_hours = _working_hours_per_thermal_zone
|
|
else:
|
|
for key, item in _working_hours.items():
|
|
saved_values = _working_hours_per_thermal_zone[key]
|
|
for i, value in enumerate(item):
|
|
_working_hours[key][i] = max(_working_hours[key][i], saved_values[i])
|
|
|
|
_total_hours = 0
|
|
for key in _working_hours:
|
|
hours = sum(_working_hours[key])
|
|
_total_hours += hours * cte.WEEK_DAYS_A_YEAR[key]
|
|
return _total_hours
|
|
|
|
@property
|
|
def distribution_systems_electrical_consumption(self):
|
|
"""
|
|
Get total electricity consumption for distribution and emission systems in J
|
|
return: dict
|
|
"""
|
|
if len(self._distribution_systems_electrical_consumption) != 0:
|
|
return self._distribution_systems_electrical_consumption
|
|
_peak_load = self.heating_peak_load[cte.YEAR][0]
|
|
_peak_load_type = cte.HEATING
|
|
if _peak_load < self.cooling_peak_load[cte.YEAR][0]:
|
|
_peak_load = self.cooling_peak_load[cte.YEAR][0]
|
|
_peak_load_type = cte.COOLING
|
|
|
|
_working_hours = self._calculate_working_hours()
|
|
_consumption_fix_flow = 0
|
|
if self.energy_systems is None:
|
|
return self._distribution_systems_electrical_consumption
|
|
for energy_system in self.energy_systems:
|
|
emission_system = energy_system.emission_system.generic_emission_system
|
|
parasitic_energy_consumption = 0
|
|
if emission_system is not None:
|
|
parasitic_energy_consumption = emission_system.parasitic_energy_consumption
|
|
distribution_system = energy_system.distribution_system.generic_distribution_system
|
|
consumption_variable_flow = distribution_system.distribution_consumption_variable_flow
|
|
for demand_type in energy_system.demand_types:
|
|
if demand_type.lower() == cte.HEATING.lower():
|
|
if _peak_load_type == cte.HEATING.lower():
|
|
_consumption_fix_flow = distribution_system.distribution_consumption_fix_flow
|
|
for heating_demand_key in self.heating_demand:
|
|
_consumption = [0]*len(self.heating_demand[heating_demand_key])
|
|
_demand = self.heating_demand[heating_demand_key]
|
|
for i, _ in enumerate(_consumption):
|
|
_consumption[i] += (parasitic_energy_consumption + consumption_variable_flow) * _demand[i]
|
|
self._distribution_systems_electrical_consumption[heating_demand_key] = _consumption
|
|
if demand_type.lower() == cte.COOLING.lower():
|
|
if _peak_load_type == cte.COOLING.lower():
|
|
_consumption_fix_flow = distribution_system.distribution_consumption_fix_flow
|
|
for demand_key in self.cooling_demand:
|
|
_consumption = self._distribution_systems_electrical_consumption[demand_key]
|
|
_demand = self.cooling_demand[demand_key]
|
|
for i, _ in enumerate(_consumption):
|
|
_consumption[i] += (parasitic_energy_consumption + consumption_variable_flow) * _demand[i]
|
|
self._distribution_systems_electrical_consumption[demand_key] = _consumption
|
|
|
|
for key, item in self._distribution_systems_electrical_consumption.items():
|
|
for i in range(0, len(item)):
|
|
self._distribution_systems_electrical_consumption[key][i] += _peak_load * _consumption_fix_flow \
|
|
* _working_hours
|
|
return self._distribution_systems_electrical_consumption
|
|
|
|
def _calculate_consumption(self, consumption_type, demand):
|
|
# todo: modify when COP depends on the hour
|
|
coefficient_of_performance = 0
|
|
if self.energy_systems is None:
|
|
return None
|
|
for energy_system in self.energy_systems:
|
|
for demand_type in energy_system.demand_types:
|
|
if demand_type.lower() == consumption_type.lower():
|
|
if consumption_type in (cte.HEATING, cte.DOMESTIC_HOT_WATER):
|
|
coefficient_of_performance = energy_system.generation_system.generic_generation_system.heat_efficiency
|
|
elif consumption_type == cte.COOLING:
|
|
coefficient_of_performance = energy_system.generation_system.generic_generation_system.cooling_efficiency
|
|
elif consumption_type == cte.ELECTRICITY:
|
|
coefficient_of_performance = \
|
|
energy_system.generation_system.generic_generation_system.electricity_efficiency
|
|
if coefficient_of_performance == 0:
|
|
values = [0]*len(demand)
|
|
final_energy_consumed = values
|
|
else:
|
|
final_energy_consumed = []
|
|
for demand_value in demand:
|
|
final_energy_consumed.append(demand_value / coefficient_of_performance)
|
|
return final_energy_consumed
|
|
|
|
@property
|
|
def onsite_electrical_production(self):
|
|
"""
|
|
Get total electricity produced onsite in J
|
|
return: dict
|
|
"""
|
|
orientation_losses_factor = {cte.MONTH: {'north': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
|
|
'east': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
|
|
'south': [2.137931, 1.645503, 1.320946, 1.107817, 0.993213, 0.945175,
|
|
0.967949, 1.065534, 1.24183, 1.486486, 1.918033, 2.210526],
|
|
'west': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]},
|
|
cte.YEAR: {'north': [0],
|
|
'east': [0],
|
|
'south': [1.212544],
|
|
'west': [0]}
|
|
}
|
|
|
|
# Add other systems whenever new ones appear
|
|
if self.energy_systems is None:
|
|
return self._onsite_electrical_production
|
|
for energy_system in self.energy_systems:
|
|
if energy_system.generation_system.generic_generation_system.type == cte.PHOTOVOLTAIC:
|
|
_efficiency = energy_system.generation_system.generic_generation_system.electricity_efficiency
|
|
self._onsite_electrical_production = {}
|
|
for _key in self.roofs[0].global_irradiance.keys():
|
|
_results = [0 for _ in range(0, len(self.roofs[0].global_irradiance[_key]))]
|
|
for surface in self.roofs:
|
|
if _key in orientation_losses_factor:
|
|
_results = [x + y * _efficiency * surface.perimeter_area
|
|
* surface.solar_collectors_area_reduction_factor * z
|
|
for x, y, z in zip(_results, surface.global_irradiance[_key],
|
|
orientation_losses_factor[_key]['south'])]
|
|
self._onsite_electrical_production[_key] = _results
|
|
return self._onsite_electrical_production
|