Modern residences are increasingly incorporating intelligent home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy savings. These systems employ a network of interconnected sensors that track energy usage in real time. By analyzing this information, the system can automatically modify various systems to optimize