Backlash mechanisms can be seen in many mechanical systems and they may deteriorate the performance of the systems. So the control of the backlash is very important for practical applications. In this paper we propose a control method for a simplified transmission system with the backlash using a Model Predictive Control (MPC) and Unscented Kalman filter(UKF). The efficiency of the proposed method will be demonstrated using a simplified transmission model numerically.