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