Modern residences are increasingly incorporating intelligent technologies powered by the Internet of Things (IoT) to achieve enhanced energy efficiency. These systems employ a network of interconnected devices that observe energy expenditure in real time. By analyzing this information, the system can proactively regulate various home appliances to