In order to resolve problem of the recognition of ME source,the method of multi-sensor data fusion on decision level is submitd.Using the data from each sensor in a location set and considering the confidence value for each sensor,the ME source characteristics can be acquired.Experiment results show that the battlefield object recognition based on Dempster-Shafer evidence theory's data fusion result is better than that of single sensor,and the multi-sensor data fusion method is effective.