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.
Modeling of annual and daily electricity demand of retrofitted heat pumps based on gas smart meter data,
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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.