Contemporary structures are rapidly incorporating connected devices to improve efficiency and environmental responsibility. This entails controlling different systems, such as lighting, temperature regulation, and HVAC, based on instant data. Furthermore, refined resource consumption analysis solutions offer valuable awareness into resource consump