In the currently aging society, robot walking helpers play an important role in providing safe mobility for the elders. Since the environment may be with obstacles, planning a collision-free trajectory for the walking helper to move is imperative. For guiding the robot to reach the target and also avoid the obstacles, a collision-free trajectory is found by solving the optimization problem. Simulations are performed to demonstrate the efficiency of the proposed approach.