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Knowledge analytics is at the heart of energy management systems. It transforms raw data into meaningful insights that can help residence administrators make educated conclusions. These insights enable superior control, reduced squander, and improved energy performance.Integrating IoT capabilities into energy storage and analytics has revolutionize