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.
Review of smart meter data analytics: Applications, methodologies, and challenges,
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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.