Contemporary structures are rapidly incorporating connected devices to improve performance and environmental responsibility. This entails automating multiple processes, such as illumination, temperature regulation, and air conditioning, based on instant metrics. Furthermore, advanced resource consumption analysis systems deliver essential awareness