Modern dwellings are increasingly incorporating advanced 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 expenditure in real time. By analyzing this information, the system can intelligently regulate various electronics to