Modern dwellings are increasingly incorporating intelligent solutions powered by the Internet of Things (IoT) to achieve enhanced energy savings. These systems utilize a network of interconnected devices that observe energy expenditure in real time. By analyzing this feedback, the system can intelligently regulate various systems to optimize energy