The ethylene cracking furnace is a multivariable, strong coupling, and nonlinear pro-cess, and therefore, it is difficult to be manipulated by traditional proportional–integral–derivative controls. This paper reports a real application of advanced process control in five 470-kton/year SC-I tubular reactors.