Updated 1st August 2023
Predispatch model | p7day model | |
---|---|---|
Model_id | 20221129_171124_CB_1 | 20230213_012319_CB_7D_1 |
First release date | 9th December 2022 | 20th April 2023 |
Latest release date (after retraining) | 4th April 2023 | 20th April 2023 |
Machine Learning Algorithm | Ensemble predictor: gradient boosting | Ensemble predictor: gradient boosting |
Training Period | March 2018 to 30th March 2023 | March 2018 to 30th March 2023 |
Hyper-parameter type | A | A |
Hyper-parameter notes | No weighting across time periods | No weighting across time periods |
Target | Dispatchprice (30min resolution) | Dispatchprice (30min resolution) |
Input (and training) variables | PREDISPATCHPRICE rrp rolling_rrp PREDISPATCHREGIONSUM (intervention = 0) dispatchableload netinterchange (availablegeneration - uigf) (dispatchablegeneration - scheduled_clearedmw) ss_solar_clearedmw ss_solar_uigf ss_wind_clearedmw ss_wind_uigf totaldemand totalintermittentgeneration | aggregatescheduledload netinterchangeunderscarcity unconstrainedcapacity aggregatecapacityavailable constrainedcapacity ss_solar_cleared ss_wind_uigf ss_wind_cleared ss_solar_uigf demand50 totalintermittentgeneration demand_and_nonschedgen |
...