For solving these problems of hard to measurement and low accuracy in direct measuring range rate, design the range rate observer based on ranging signal. Design a distance change rate observer, combine with the Lyapunov stability verification, use the ranging sensor and signal receiver equipment, establish simulation model with disturbance signal by solving control variable. Use it in portable ground robot formation navigation. The simulation results show that the observer can effectively solve the range rate and meet the engineering and technical requirements.