Source code for energym.envs.seminarcenter.seminarcenter

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