Files
cariflex/scripts/fm_scheduling.py

132 lines
4.4 KiB
Python

#!/usr/bin/env python3
"""
Cariflex - Automatic Scheduling Service
Creates battery/EV schedules based on OpenADR price signals and flexibility events.
"""
import json, logging, os, sys
from datetime import datetime, timezone, timedelta
# Add FM path
sys.path.insert(0, '/app')
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("cariflex-scheduling")
# FM imports
from flexmeasures.data.models.planning.storage import StorageScheduler
from flexmeasures.data.services.scheduling import make_schedule
from flexmeasures.data.models.generic_asset import GenericAsset
from flexmeasures.data.models.sensor import Sensor
from flexmeasures.data import db
# Scheduling config
SCHEDULING_CONFIG = {
"battery_sensors": list(range(51, 61)), # Bat_01 to Bat_10
"ev_sensors": list(range(61, 71)), # EV_01 to EV_10
"price_sensor": 84, # consumption_price (OpenADR)
"load_control_sensor": 86, # load_control_signal (OpenADR)
"demand_response_sensor": 87, # demand_response_signal (OpenADR)
"planning_horizon_hours": 24,
"resolution_minutes": 15,
}
def get_sensor_data(sensor_id, start, end):
"""Get sensor data from FM database."""
sensor = db.session.query(Sensor).filter(Sensor.id == sensor_id).first()
if not sensor:
return None
beliefs = db.session.query(
TimedBelief.event_start, TimedBelief.event_value
).filter(
TimedBelief.sensor_id == sensor_id,
TimedBelief.event_start >= start,
TimedBelief.event_start <= end
).order_by(TimedBelief.event_start).all()
return beliefs
def create_battery_schedule(sensor_id, start_time, duration_hours=24):
"""Create a schedule for a battery based on price signals."""
from flexmeasures.data.models.sensor import Sensor
from flexmeasures.data.models.generic_asset import GenericAsset
sensor = db.session.query(Sensor).filter(Sensor.id == sensor_id).first()
if not sensor:
logger.warning(f"Sensor {sensor_id} not found")
return None
asset = db.session.query(GenericAsset).filter(GenericAsset.id == sensor.generic_asset_id).first()
if not asset:
logger.warning(f"Asset for sensor {sensor_id} not found")
return None
logger.info(f"Creating schedule for {asset.name} (sensor {sensor_id})")
# Get price data
end_time = start_time + timedelta(hours=duration_hours)
price_sensor = db.session.query(Sensor).filter(Sensor.id == SCHEDULING_CONFIG["price_sensor"]).first()
if not price_sensor:
logger.warning("Price sensor not found")
return None
# Create schedule using FM's built-in scheduler
try:
schedule = make_schedule(
sensor=sensor,
start=start_time,
end=end_time,
resolution=timedelta(minutes=SCHEDULING_CONFIG["resolution_minutes"]),
flex_model={
"soc-min": "0.1 MWh",
"soc-max": "1 MWh",
"power-capacity": "0.05 MW",
"charging-efficiency": "0.95",
"discharging-efficiency": "0.95",
}
)
logger.info(f"Schedule created for {asset.name}: {len(schedule) if schedule else 0} points")
return schedule
except Exception as e:
logger.error(f"Scheduling error for {asset.name}: {e}")
return None
def run_scheduling():
"""Run scheduling for all batteries and EVs."""
logger.info("Starting automatic scheduling...")
now = datetime.now(timezone.utc)
start_time = now.replace(minute=0, second=0, microsecond=0)
# Schedule batteries
for sensor_id in SCHEDULING_CONFIG["battery_sensors"]:
try:
create_battery_schedule(sensor_id, start_time)
except Exception as e:
logger.error(f"Error scheduling battery {sensor_id}: {e}")
# Schedule EVs
for sensor_id in SCHEDULING_CONFIG["ev_sensors"]:
try:
create_battery_schedule(sensor_id, start_time)
except Exception as e:
logger.error(f"Error scheduling EV {sensor_id}: {e}")
logger.info("Scheduling complete")
if __name__ == "__main__":
# Run scheduling every 15 minutes
import time
while True:
try:
run_scheduling()
except Exception as e:
logger.error(f"Scheduling error: {e}")
time.sleep(900) # 15 minutes