The present study takes into account the transport phenomena within the cathode side of the PEMFC precisely. The study introduces polynomial regressions, predicting the phenomena. Then, the dominant features, including the porosity of GDL, stoichiometries of both sides, operating pressure, and temperature, are optimized. The features are critical factors in controlling oxygen and water management .