This paper presents a method of nonlinear dynamic matrix control based on multiple operating models. Its closed-loop stability and asymptotically unbiased tracking properties are proved. The application software (SMART-NLS) is developed using this method, and the simulation results of two nonlinear benchmark processes verify the feasibility and effectiveness of the proposed method.