Commercial buildings account for a considerable portion of global energy consumption. This heavy usage often results in high greenhouse gas emissions, playing a role climate change. To address this impact, it's crucial to implement approaches aimed at decreasing emissions in commercial energy use. One key steps involve implementing energy-efficient