Peak Load

Peak load, the highest point of energy demand within a given timeframe, is a critical concern across various sectors, driving research into accurate prediction and effective management strategies. Current research focuses on improving forecasting accuracy using advanced machine learning techniques, such as graph neural networks, reinforcement learning, and ensemble methods, often incorporating diverse data sources like weather patterns and historical consumption. These advancements aim to optimize resource allocation, reduce costs, and enhance grid stability, with applications ranging from electricity grids and retail operations to electric vehicle fleet management. The ultimate goal is to develop robust and efficient methods for mitigating the negative impacts of peak demand fluctuations.