Modern dwellings are increasingly incorporating advanced home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy conservation. These systems leverage a network of interconnected gadgets that observe energy expenditure in real time. By analyzing this feedback, the system can intelligently adjust various electronics