SPOT-ENERGY: A Data Driven User-Centric Platform for Energy Forecasting and Optimization

OptiSPOT-Energy is an adaptive, intelligent platform for appliance-level energy forecasting and optimization. Leveraging closed-loop reinforcement learning, it dynamically schedules devices based on tariffs, user behavior, and environmental conditions. An interactive feedback mechanism personalizes recommendations, while an Explainable AI layer transparently communicates cost, carbon, and comfort trade-offs. Multi-objective optimization balances these factors simultaneously, creating a continuously learning, user-centric framework for efficient and sustainable smart energy management.