Modern residences are increasingly incorporating smart home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy conservation. These systems employ a network of interconnected devices that observe energy expenditure in real time. By analyzing this feedback, the system can automatically modify various electronics to