Commercial buildings constitute a considerable portion of global energy consumption. This heavy usage often results in high greenhouse gas emissions, contributing climate change. To address this impact, it's essential to implement approaches aimed at reducing emissions in commercial energy use. A key initiatives involve implementing energy-efficien