Title :
A New Method to Determine Evidence Distance
Author :
Shi, Chao ; Cheng, Yongmei ; Pan, Quan ; Lu, Yating
Author_Institution :
Coll. of Autom., Northwestern Polytech. Univ., Xi´´an, China
Abstract :
DS evidence theory is a hot topic in multi-sensor data fusion because of its advantages in multi-source information presentation and processing. Considering the difficulties of sensor reliability priority information acquisition, how to compute reliability of sensor via the evidence distance in multi-sensor data fusion system and how to select consistent evidence for combination via the evidence distance when many homogeneous sensors exist are the open issues. In this paper, a new evidence distance is presented in order to avoid the disadvantage of Diaz´s distance measure in the logical selection of tuning parameter and Jousselme´s distance measure in not considering the proximity of reference frame to the frame of discernment. This method firstly defines a fuzzy linguistic term set to express the proximity of reference frame to the frame of discernment, in which the semantics of the terms is given by a triangular membership function and a rewarding or penalizing function. Then similarity measurement matrix is achieved by weighting the rewarding or penalizing function using membership degree. Finally Jousselme´s distance framework is used to compute the evidence distance. Two numerical examples illustrate the efficiency of the method proposed.
Keywords :
fuzzy set theory; inference mechanisms; reliability; sensor fusion; DS evidence theory; evidence distance determination; fuzzy linguistic term set; multisensor data fusion; sensor reliability priority information acquisition; triangular membership function; Approximation methods; Euclidean distance; Pragmatics; Reliability theory; Semantics; Tuning;
Conference_Titel :
Computational Intelligence and Software Engineering (CiSE), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5391-7
Electronic_ISBN :
978-1-4244-5392-4
DOI :
10.1109/CISE.2010.5676947