With the wide application of predictive control in industrial processes, the theoretical research on predictive control also achieves great development in recent years. In this paper, recent advance in research on predictive control performance is surveyed, which includes the stability, robustness, feasibility of predictive control systems, as well as nonlinear predictive control.