Modern residences are increasingly incorporating advanced home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy savings. These systems utilize a network of interconnected sensors that monitor energy consumption in real time. By analyzing this data, the system can proactively modify various home appliances to opt