introduction energy efficiency in buildings has become a paramount concern globally, driven by the need to reduce carbon emissions and lower operational costs. the building sector consumes approximately 40% of global energy and is responsible for a significant portion of greenhouse gas emissions. therefore, enhancing energy efficiency in buildings is crucial for sustainable development. one...