Ν. Nathan

Peak-aware short-term household electricity consumption forecasting using deep learning and transformer-based architectures

Accurate short-term prediction of domestic electricity consumption is a prerequisite for smart grid management, demand response, and peak-load reduction. This work presents a detailed deep learning analysis of the UCI household power consumption dataset, which includes minute-level measurements from French households...