Considering non line of sight and multipath transmission effects in indoor environment, gets the optimized RF parameter A and signal transmission constant , makes RSSI ranging technical experiments on the ZigBee hardware platform, obtains the ranging accuracy of three data processing methods for distance model based on fixed node, Gaussian model and Kalman filter model. The experimental results show that the ranging accuracy through Kalman filtering is highest in the three methods.