Nonintrusive Device-Level Pattern Recognition and Power Consumption Prediction in Buildings Through Sequential Variational Autoencoders
Accurate forecasting of appliance-level power consumption is essential for advancing energy efficiency in smart grids and improving load management systems. However, simultaneous appliance operation, diverse usage patterns, and limited access to appliance-level data introduce significant challenges for effective load f...