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 sensors that observe energy expenditure in real time. By analyzing this information, the system can proactively regulate various systems