Modern residences are increasingly incorporating advanced home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy conservation. These systems employ a network of interconnected gadgets that track energy consumption in real time. By analyzing this information, the system can proactively regulate various electronics