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