Energy monitoring systems (EMS) have emerged as vital tools in this endeavour. These systems provide real-time insights into energy consumption patterns, enabling businesses and households to make informed decisions about their energy use. By offering detailed data and analytics, Energy monitoring systems help identify inefficiencies, optimize energy usage, and ultimately reduce costs and carbon footprints.