Study of a modified Dempster-Shafer approach using an expected utility interval decision rule

被引:4
作者
Cheaito, A [1 ]
Lecours, M [1 ]
Bossé, É [1 ]
机构
[1] Univ Laval, Dept Elect & Comp Engn, St Foy, PQ G1K 7P4, Canada
来源
SENSOR FUSION: ARCHITECTURES, ALGORITHMS, AND APPLICATIONS III | 1999年 / 3719卷
关键词
D O I
10.1117/12.341366
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The Combination operation of the conventional Dempster-Shafer algorithm has a tendency to increase exponentially the number of propositions involved in bodies of evidence by creating new ones. The aim of this paper is to explore a "modifred Dempster-Shafer" approach of fusing identity declarations emanating from differents sources which include a number of radars, IFF and ESM systems in order to limit the explosion of the number of propositions. We use a non-ad hoc decision rule based on the expected utility interval (EUI) to select the most probable object in a comprehensive Platform Data Base (PDB) containing all the possible identity values that a potential target may take. We study the effect of the redistribution of the confidence levels of the eliminated propositions which otherwise overload the real-time data fusion system; these eliminated confidence levels can in particular be assigned to ignorance, or uniformly added to the remaining propositions and to ignorance. A scenario has been selected to demonstrate the performance of our modified Dempster-Shafer method of evidential reasoning.
引用
收藏
页码:34 / 42
页数:9
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