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Table 2 Summary of feature sets considered for the optimisation and the resulting best performing feature set selected for each forecasting model

From: Net load forecasting using different aggregation levels

Forecast type Model Complex Simple
Feature sets considered Feature set selected Feature sets considered Feature set selected
Deterministic forecast Net load 37–29 37 37–29 36
Supply 34–26 32 34–28 32
Demand 13–10 13 13–10 13
Offshore wind 16–5 9 16–5 9
Onshore wind 19–7 14 19–12 18
Solar 19–9 17 19–10 16
Run of river 1 1 1 1
Probabilistic forecast Net load 37–29 37 37–32 36
Supply 34–29 32 34–27 32
Demand 13–10 13 13–9 13
Offshore wind 16–5 8 16–5 8
Onshore wind 19–8 14 19–15 19
Solar 19–10 18 19–10 14
Run of river 1 1 1 1