Abstract: This paper describes a multisensor data fusion method based on Dempster-Shafer evidential reasoning, and also gives a generalized Dempster-Shafer theory of evidence which is efficient in dealing with dependent information.As an applied instance,a test is tried out for object assortment based on the fusion of information from robot force and thermal sensors.