Modern dwellings are increasingly incorporating advanced technologies powered by the Internet of Things (IoT) to achieve enhanced energy efficiency. These systems leverage a network of interconnected sensors that observe energy expenditure in real time. By analyzing this information, the system can intelligently modify various systems to optimize e