CFD model and RSM design was developed for mitigation of cake layer fouling in MBR. Sludge concentration was the most decisive for shear stress and particle deposition. MLSS of 8820 mg L−1 was optimal for the reduction of reversible membrane fouling. Bubble diameter was more decisive than air flowrate for membrane shear stress.