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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

...