This study presents a semi-empirical modeling approach based on an extensive parametric using spark-ignition port-injection engine. The experimental results are used to derive engine-out emission models for each regulated pollutant (CO, HC, NOx) as function of engine operating parameters. Such parameters include speed, intake manifold pressure, equivalence ratio, and spark advance. proposed pro...