In order to realize the trajectory tracking control of wheeled mobile robot, a sliding mode controller is designed in each closed-loop subsystem based on the double closed-loop control scheme, and particle swarm optimization algorithm is applied to optimize the controller parameters to achieve better tracking effect. Simulation results show that the designed controller can realize trajectory tracking, and compared with the parameters set by human experience, the parameters obtained through optimization can improve the control performance of the controller.