Modern dwellings are increasingly incorporating smart home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy savings. These systems employ a network of interconnected devices that observe energy consumption in real time. By analyzing this data, the system can proactively regulate various home appliances to optimi