This study investigates how in-cylinder airflow modifications, such as adjustments to intake port geometry, piston shape, and cylinder head design, influence emissions and efficiency in a diesel engine running on biodiesel blends. By enhancing specific flow patterns like swirl, tumble, and squish, this study will improve combustion characteristics, reduce NOx and particulate matter emissions, and increase brake thermal efficiency (BTE).