Shreya Agarwal, Sonam Seth

TSD-Net: A Lightweight Trend-Seasonal Decomposition Network for Household Electricity Load Forecasting Under Data-Scarce

Short-term household electricity consumption forecasting is vital for demand-side energy management, dynamic pricing, and behind-the-meter storage optimisation. Nonetheless, individual-household datasets often have few daily observations per subject, creating a data-scarce learning problem in which balancing model capa...