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