Modern dwellings are increasingly incorporating smart home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy efficiency. These systems leverage a network of interconnected gadgets that monitor energy usage in real time. By analyzing this data, the system can automatically modify various systems to optimize energy