Improving equipment efficiency is key to reducing energy costs. For issues like high energy consumption of chillers or difficulty in integrating machine data, this system uses AI-driven control and predictive maintenance to optimize operational parameters, prevent overuse, and avoid energy waste. It also integrates cross-system data to comprehensively enhance industrial equipment performance, helping enterprises manage energy more effectively, reduce costs, and improve efficiency.