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