Modern dwellings 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 sensors that observe energy consumption in real time. By analyzing this data, the system can proactively adjust various home appliances to opt