Commercial buildings account for a significant portion of global energy consumption. This extensive usage often results in large greenhouse gas emissions, playing a role climate change. To mitigate this impact, it's crucial to implement approaches aimed at decreasing emissions in commercial energy use. A key steps involve utilizing energy-efficient