import datetime
from energym.envs.env_fmu_eplus import EnvEPlusFMU
from energym.schedules.EProductionSchedule import EProductionSchedule
INPUTS_SPECS = {
"Bd_onoff_HP1_sp": {
"type": "discrete",
"size": 2,
"default": 1,
"description": "Heat pump 1 on/off setpoint.",
},
"Bd_onoff_HP2_sp": {
"type": "discrete",
"size": 2,
"default": 1,
"description": "Heat pump 2 on/off setpoint.",
},
"Bd_onoff_HP3_sp": {
"type": "discrete",
"size": 2,
"default": 1,
"description": "Heat pump 3 on/off setpoint.",
},
"Bd_onoff_HP4_sp": {
"type": "discrete",
"size": 2,
"default": 1,
"description": "Heat pump 4 on/off setpoint.",
},
"Bd_T_HP1_sp": {
"type": "scalar",
"lower_bound": 30,
"upper_bound": 65,
"default": 50,
"description": "Heat pump 1 temperature setpoint (°C).",
},
"Bd_T_HP2_sp": {
"type": "scalar",
"lower_bound": 30,
"upper_bound": 65,
"default": 50,
"description": "Heat pump 2 temperature setpoint (°C).",
},
"Bd_T_HP3_sp": {
"type": "scalar",
"lower_bound": 30,
"upper_bound": 65,
"default": 50,
"description": "Heat pump 3 temperature setpoint (°C).",
},
"Bd_T_HP4_sp": {
"type": "scalar",
"lower_bound": 30,
"upper_bound": 65,
"default": 50,
"description": "Heat pump 4 temperature setpoint (°C).",
},
"Bd_T_AHU_coil_sp": {
"type": "scalar",
"lower_bound": 15,
"upper_bound": 40,
"default": 30,
"description": "AHU temperature setpoint (°C).",
},
"Bd_T_buffer_sp": {
"type": "scalar",
"lower_bound": 15,
"upper_bound": 70,
"default": 40,
"description": "Buffer tank temperature setpoint (°C).",
},
"Bd_T_mixer_sp": {
"type": "scalar",
"lower_bound": 20,
"upper_bound": 60,
"default": 40,
"description": "Mixer temperature setpoint (°C).",
},
"Bd_T_Boiler_sp": {
"type": "scalar",
"lower_bound": 20,
"upper_bound": 80,
"default": 40,
"description": "Gas boiler temperature setpoint (°C).",
},
"Bd_T_HVAC_sp": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 26,
"default": 20,
"description": "HVAC temperature setpoint (°C).",
},
"Z01_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 1 thermostat setpoint (°C).",
},
"Z02_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 2 thermostat setpoint (°C).",
},
"Z03_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 3 thermostat setpoint (°C).",
},
"Z04_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 4 thermostat setpoint (°C).",
},
"Z05_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 5 thermostat setpoint (°C).",
},
"Z06_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 6 thermostat setpoint (°C).",
},
"Z08_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 8 thermostat setpoint (°C).",
},
"Z09_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 9 thermostat setpoint (°C).",
},
"Z10_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 10 thermostat setpoint (°C).",
},
"Z11_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 11 thermostat setpoint (°C).",
},
"Z13_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 13 thermostat setpoint (°C).",
},
"Z14_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 14 thermostat setpoint (°C).",
},
"Z15_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 15 thermostat setpoint (°C).",
},
"Z18_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 18 thermostat setpoint (°C).",
},
"Z19_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 19 thermostat setpoint (°C).",
},
"Z20_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 20 thermostat setpoint (°C).",
},
"Z21_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 21 thermostat setpoint (°C).",
},
"Z22_T_Thermostat_sp": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"default": 20,
"description": "Zone 22 thermostat setpoint (°C).",
},
}
OUTPUTS_SPECS = {
"Bd_T_Boiler_sp_out": {
"type": "scalar",
"lower_bound": 20,
"upper_bound": 80,
"description": "Gas boiler temperature setpoint (°C).",
},
"Bd_Pw_All": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e5,
"description": "Building power consumption (W).",
},
"Bd_Pw_prod": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e4,
"description": "PV power production (W).",
},
"Bd_Pw_boiler": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 3e5,
"description": "Gas boiler power consumption (W).",
},
"Ext_Irr": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1000,
"description": "Direct normal radiation (W/m2).",
},
"Ext_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Outdoor relative humidity (%RH).",
},
"Ext_T": {
"type": "scalar",
"lower_bound": -15,
"upper_bound": 40,
"description": "Outdoor temperature (°C).",
},
"Ext_P": {
"type": "scalar",
"lower_bound": 80000,
"upper_bound": 130000,
"description": "Outdoor air pressure (Pa).",
},
"Fa_Pw_All": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e5,
"description": "Total power consumption (W).",
},
"Fa_Pw_HVAC": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e5,
"description": "HVAC power consumption (W).",
},
"Fa_Pw_Pur": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e5,
"description": "Purchased power (W).",
},
"Z01_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 1 relative humidity (%RH).",
},
"Z01_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 1 temperature (°C).",
},
"Z01_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 1 thermostat setpoint (°C).",
},
"Z02_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 2 relative humidity (%RH).",
},
"Z02_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 2 temperature (°C).",
},
"Z02_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 2 thermostat setpoint (°C).",
},
"Z03_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 3 relative humidity (%RH).",
},
"Z03_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 3 temperature (°C).",
},
"Z03_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 3 thermostat setpoint (°C).",
},
"Z04_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 4 relative humidity (%RH).",
},
"Z04_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 4 temperature (°C).",
},
"Z04_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 4 thermostat setpoint (°C).",
},
"Z05_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 5 relative humidity (%RH).",
},
"Z05_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 5 temperature (°C).",
},
"Z05_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 5 thermostat setpoint (°C).",
},
"Z06_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 6 relative humidity (%RH).",
},
"Z06_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 6 temperature (°C).",
},
"Z06_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 6 thermostat setpoint (°C).",
},
"Z08_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 8 relative humidity (%RH).",
},
"Z08_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 8 temperature (°C).",
},
"Z08_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 8 thermostat setpoint (°C).",
},
"Z09_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 9 relative humidity (%RH).",
},
"Z09_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 9 temperature (°C).",
},
"Z09_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 9 thermostat setpoint (°C).",
},
"Z10_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 10 relative humidity (%RH).",
},
"Z10_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 10 temperature (°C).",
},
"Z10_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 10 thermostat setpoint (°C).",
},
"Z11_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 11 relative humidity (%RH).",
},
"Z11_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 11 temperature (°C).",
},
"Z11_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 11 thermostat setpoint (°C).",
},
"Z13_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 12 relative humidity (%RH).",
},
"Z13_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 13 temperature (°C).",
},
"Z13_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 13 thermostat setpoint (°C).",
},
"Z14_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 14 relative humidity (%RH).",
},
"Z14_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 14 temperature (°C).",
},
"Z14_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 14 thermostat setpoint (°C).",
},
"Z15_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 15 relative humidity (%RH).",
},
"Z15_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 15 temperature (°C).",
},
"Z15_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 15 thermostat setpoint (°C).",
},
"Z18_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 18 relative humidity (%RH).",
},
"Z18_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 18 temperature (°C).",
},
"Z18_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 18 thermostat setpoint (°C).",
},
"Z19_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 19 relative humidity (%RH).",
},
"Z19_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 19 temperature (°C).",
},
"Z19_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 19 thermostat setpoint (°C).",
},
"Z20_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 20 relative humidity (%RH).",
},
"Z20_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 20 temperature (°C).",
},
"Z20_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 20 thermostat setpoint (°C).",
},
"Z21_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 21 relative humidity (%RH).",
},
"Z21_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 21 temperature (°C).",
},
"Z21_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 21 thermostat setpoint (°C).",
},
"Z22_RH": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 100,
"description": "Zone 22 relative humidity (%RH).",
},
"Z22_T": {
"type": "scalar",
"lower_bound": 10,
"upper_bound": 40,
"description": "Zone 22 temperature (°C).",
},
"Z22_T_Thermostat_sp_out": {
"type": "scalar",
"lower_bound": 16,
"upper_bound": 26,
"description": "Zone 22 thermostat setpoint (°C).",
},
"Bd_CO2": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 10,
"description": "Building CO2 emission.",
},
"Grid_CO2": {
"type": "scalar",
"lower_bound": 0,
"upper_bound": 1e3,
"description": "Grid CO2 emission.",
},
}
default_kpi_options = {
"kpi1": {"name": "Bd_CO2", "type": "avg"},
"kpi2": {"name": "Z01_T", "type": "avg_dev", "target": [21, 24]},
"kpi3": {"name": "Z02_T", "type": "avg_dev", "target": [21, 24]},
"kpi4": {"name": "Z03_T", "type": "avg_dev", "target": [21, 24]},
"kpi5": {"name": "Z04_T", "type": "avg_dev", "target": [21, 24]},
"kpi6": {"name": "Z05_T", "type": "avg_dev", "target": [21, 24]},
"kpi7": {"name": "Z06_T", "type": "avg_dev", "target": [21, 24]},
"kpi9": {"name": "Z08_T", "type": "avg_dev", "target": [21, 24]},
"kpi10": {"name": "Z09_T", "type": "avg_dev", "target": [21, 24]},
"kpi11": {"name": "Z10_T", "type": "avg_dev", "target": [21, 24]},
"kpi12": {"name": "Z11_T", "type": "avg_dev", "target": [21, 24]},
"kpi14": {"name": "Z13_T", "type": "avg_dev", "target": [21, 24]},
"kpi15": {"name": "Z14_T", "type": "avg_dev", "target": [21, 24]},
"kpi16": {"name": "Z15_T", "type": "avg_dev", "target": [21, 24]},
"kpi19": {"name": "Z18_T", "type": "avg_dev", "target": [21, 24]},
"kpi20": {"name": "Z19_T", "type": "avg_dev", "target": [21, 24]},
"kpi21": {"name": "Z20_T", "type": "avg_dev", "target": [21, 24]},
"kpi22": {"name": "Z21_T", "type": "avg_dev", "target": [21, 24]},
"kpi23": {"name": "Z22_T", "type": "avg_dev", "target": [21, 24]},
"kpi25": {"name": "Z01_T", "type": "tot_viol", "target": [21, 24]},
"kpi26": {"name": "Z02_T", "type": "tot_viol", "target": [21, 24]},
"kpi27": {"name": "Z03_T", "type": "tot_viol", "target": [21, 24]},
"kpi28": {"name": "Z04_T", "type": "tot_viol", "target": [21, 24]},
"kpi29": {"name": "Z05_T", "type": "tot_viol", "target": [21, 24]},
"kpi30": {"name": "Z06_T", "type": "tot_viol", "target": [21, 24]},
"kpi32": {"name": "Z08_T", "type": "tot_viol", "target": [21, 24]},
"kpi33": {"name": "Z09_T", "type": "tot_viol", "target": [21, 24]},
"kpi34": {"name": "Z10_T", "type": "tot_viol", "target": [21, 24]},
"kpi35": {"name": "Z11_T", "type": "tot_viol", "target": [21, 24]},
"kpi37": {"name": "Z13_T", "type": "tot_viol", "target": [21, 24]},
"kpi38": {"name": "Z14_T", "type": "tot_viol", "target": [21, 24]},
"kpi39": {"name": "Z15_T", "type": "tot_viol", "target": [21, 24]},
"kpi42": {"name": "Z18_T", "type": "tot_viol", "target": [21, 24]},
"kpi43": {"name": "Z19_T", "type": "tot_viol", "target": [21, 24]},
"kpi44": {"name": "Z20_T", "type": "tot_viol", "target": [21, 24]},
"kpi45": {"name": "Z21_T", "type": "tot_viol", "target": [21, 24]},
"kpi46": {"name": "Z22_T", "type": "tot_viol", "target": [21, 24]},
}
[docs]class Seminarcenter(EnvEPlusFMU):
"""Containing information for the models SeminarcenterThermostat-v0 and SeminarcenterFull-v0.
Subclasses EnvEPlusFMU and inherits its behavior. Simulation based details are
specified in this class and passed to the constructor of EnvEPlusFMU.
Attributes
-----------
CO2_schedule : EProductionSchedule
Schedule specifying the CO2 emission of the current energy mix.
Methods
--------
step(inputs):
Advances the simulation one timestep.
predict_co2(steps):
Provides a forecast for the CO2 schedule.
"""
def __init__(
self,
model_path,
CO2_schedule,
start_day=1,
start_month=1,
year=2019,
simulation_days=10,
weather="DNK_MJ_Horsens1",
kpi_options=None,
default_path=True,
generate_forecasts=True,
generate_forecast_method="perfect",
generate_forecast_keys=None,
):
"""
Parameters
----------
model_path : str
Specifies the path to the FMU
CO2_schedule : EProductionSchedule
Schedule specifying the CO2 emission of the current energy mix.
start_day : int, optional
Day of the month to start the simulation, by default 1
start_month : int, optional
Month of the year to start the simulation, by default 1
year : int, optional
Year to start the simulation, by default 2019
simulation_days : int, optional
Number of days the simulation can run for, by default 10
weather : str, optional
Specific weather file to run the simulation, by default
"DNK_MJ_Horsens1"
kpi_options : dict, optional
Dict to specify the tracked KPIs, by default None.
"""
n_steps = 6
step_size = 10 * 60
start_date = datetime.date(year, start_month, start_day)
delta = start_date - datetime.date(year, 1, 1)
start_time = delta.total_seconds()
stop_time = start_time + n_steps * 24 * simulation_days * step_size
if kpi_options is None:
kpi_options = default_kpi_options
self.CO2_schedule = CO2_schedule
super().__init__(
model_path,
start_time,
stop_time,
step_size,
weather,
INPUTS_SPECS,
OUTPUTS_SPECS,
kpi_options,
default_path,
generate_forecasts,
generate_forecast_method,
generate_forecast_keys,
)
def step(self, inputs):
"""Advances the simulation one timestep.
Calls the step() method of EnvFMU.
Parameters
----------
inputs : dict
Inputs for the system. Keys are input names, values are iterables of input values.
If not defined, assumes no inputs required.
Returns
-------
out : dict
Outputs for the system.
"""
minute, hour, day, month = self.get_date()
date = datetime.datetime(2019, month, day, hour, minute)
CO2_val = self.CO2_schedule.get(date)
inputs["Grid_CO2_sp"] = [CO2_val]
out = super().step(inputs=inputs)
return out
def __predict_co2(self, steps):
"""Provides a forecast for the CO2 schedule.
Parameters
----------
steps : int
Number of forecast steps.
Returns
-------
predictions : list
List of predicted values.
"""
minute, hour, day, month = self.get_date()
date = datetime.datetime(2019, month, day, hour, minute)
predictions = []
for _ in range(steps):
predictions.append(self.CO2_schedule.predict(date))
date = date + datetime.timedelta(minutes=10)
return {"Grid_CO2": predictions}
def get_forecast(self, forecast_length=24, **kwargs):
forecasts = super().get_forecast(forecast_length, **kwargs)
predictions = self.__predict_co2(steps=forecast_length)
forecasts = {**forecasts, **predictions}
return forecasts