LSTM-type models forecast day-ahead residential demand better than standard profiles today and in simulated 2037 grid states, but all tested methods degrade as rooftop solar and batteries spread.
Evaluation of the impacts of renewables sources and battery systems in distribution feeders with different penetration levels,
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Electricity Demand Forecasting in Future Grid States: A Digital Twin-Based Simulation Study
LSTM-type models forecast day-ahead residential demand better than standard profiles today and in simulated 2037 grid states, but all tested methods degrade as rooftop solar and batteries spread.