Title :
Research conflict problems of D-S evidence and its application in multi-sensor information fusion technology
Author :
Peng, Huiping ; Cao, Xiaojun
Author_Institution :
Inf. Eng. Sch., Lanzhou Univ. of Finance & Econ., Lanzhou, China
Abstract :
The D-S reasoning has evidently predominance in presentation, resolution and combination for uncertainty information problems, which makes it can be effectively applied in multi-sensor data fusion. However, the Dempster combination rule doesn´t take proper measures to address the reliability, conflict and importance aspects of measuring the source-evidence itself, this weakness may result in the existence contrary to intuition in reasoning process. A synthesis rule, especially the conflict problems produced by the data fusion involved in the D-S reasoning synthesis rule based on the basic ones has been analyzed in this paper. Also, a improved synthesis formula of D-S has been put forward according to the conception of evidence information and the focal element generated by itself, and it is applied in the multi-sensor information fusion technology, As indicated by the simulation results that the method proposed is a feasible, effective solution.
Keywords :
case-based reasoning; data handling; sensor fusion; D-S evidence; D-S reasoning synthesis rule; Dempster combination rule; evidence information; multisensor data fusion; multisensor information fusion technology; reasoning process; research conflict problems; source-evidence itself; synthesis formula; uncertainty information problems; Cognition; Computational modeling; Finite element methods; Sensor fusion; Sensor systems; Uncertainty; Conflict evidence; D-S theory of evidence; Information fusion; Multi-sensor;
Conference_Titel :
Information Theory and Information Security (ICITIS), 2010 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6942-0
DOI :
10.1109/ICITIS.2010.5689673