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基于加权D-S证据理论的分布式多传感器目标识别 被引量:14

Distributed multi-sensor fusion for target recognition using weighted D-S evidence theory
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摘要 针对分布式多传感器环境下的目标识别问题,提出了一种基于加权D-S证据理论组合规则的决策融合方法。分析了多传感器目标识别系统的信息模型,指出传感器的决策可信度由其被支持度及与目标间的距离确定。将该可信度体现为加权D-S证据理论组合规则中的证据权值,综合考虑传感器支持度及其与目标距离,给出了权值确定方法。仿真实验证明方法提高了融合效率,可较快完成识别任务。 Dempster-Shafer (D-S) evidence theory has been widely used in data fusion systems. A method based on the weighted D-S evidence theory was proposed for target recognition in the distributed multi-senser system. First, the analysis of the system's formatlon model showed that the decision credibility of a sensor was jointly determined by two dements, namely the degree of support and the distance between it and the target. As the decision credibility can be presented by the corresponding weight of the weighted D-S evidence theory, it was obtained by a formula based on the two dements. FinaLly, the encouraging experimented results demonstrate the effectiveness of the method.
作者 惠增宏
出处 《计算机应用》 CSCD 北大核心 2007年第1期56-57,97,共3页 journal of Computer Applications
关键词 D—S证据理论 多传感器融合 目标识别 D-S evidence theory multi-sensor fusion target recognition
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参考文献5

  • 1WINDEATT T,GHADERI R.Binary Labeling and Decision-level Fusion[J].Information Fusion,2001,2(2):103-112.
  • 2WU H,SIEGEL M,ABLAY S.Sensor Fusion Using Dempster-Shafer Theory II:Static Weighting and Kalman Filter-like Dynamic Weighting[A].Proceeding Instrumentation and Measurement Technology Conference[C].2003.907-912.
  • 3BUEDE DM,GIRARDI P.A Target Identification Comparison of Bayesian and Dempster-Shafer Multisensor Fusion[J].IEEE Transaction of System,1997,27(5):569-577.
  • 4李秋华,李吉成,沈振康,朱振福.一种基于多传感器时间-空间信息融合的红外小目标识别方法[J].红外与毫米波学报,2002,21(3):209-212. 被引量:4
  • 5DUARTE M,HU YH.Vehicle Classification in Distributed Sensor Networks[J].Journal of Parallel and Distributed Computing,2004,64(7):826-838.

二级参考文献3

  • 1Ramanaryanan Viswanathan,Pramod K Varshney.Distributed detection with multiple sensors: part Ⅰ-fundamentals[].Proceedings of Tricomm.1997
  • 2Bogler R L.Shafer-Dempster reasoning with applications to multi-sensor target identification system[].IEEE Trans on Syst Man and Cybern.1981
  • 3Philipl Bogler.Shafer-Dempster reasoning with applications to multi-sensor target identification[].IEEE Transaction on System Man and Cybernetics.1987

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