Modern dwellings are increasingly incorporating intelligent home automation systems powered by the Internet of Things (IoT) to achieve enhanced energy savings. These systems leverage a network of interconnected sensors that observe energy expenditure in real time. By analyzing this feedback, the system can proactively modify various systems to opti