Modern dwellings are increasingly incorporating smart solutions powered by the Internet of Things (IoT) to achieve enhanced energy efficiency. These systems leverage a network of interconnected devices that monitor energy expenditure in real time. By analyzing this information, the system can proactively regulate various systems to optimize energy