Contemporary structures are rapidly incorporating connected devices to boost efficiency and environmental responsibility. This requires automating multiple systems, such as lamps, heating, and air conditioning, based on instant metrics. Furthermore, advanced resource consumption analysis solutions deliver valuable insights into energy expenditure,