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无线传感器网络中基于代理的D-S数据融合
引用本文:孙子文,刘加杰,纪志成.无线传感器网络中基于代理的D-S数据融合[J].计算机工程与科学,2014,36(10):1919-1924.
作者姓名:孙子文  刘加杰  纪志成
作者单位:1. 江南大学物联网工程学院,江苏无锡,214122
2. 江苏商达水务有限公司,江苏无锡,214122
基金项目:国家自然科学基金资助项目,江苏省自然科学基金资助项目
摘    要:提出了一种无线传感器网络中基于移动代理带证据权的D S融合算法。引入证据权对证据进行修正以降低冲突数据对融合结果的影响。采用三级D S组合规则进行融合决策:节点级融合计算单个节点时间域融合检测概率;簇内级融合计算簇内节点间空间域融合检测概率获取局部决策结果;簇间级融合计算簇间的融合检测概率获取最终的全局决策结果。仿真结果表明,本算法能以较小的能耗代价获取准确的融合结果并有效降低冲突数据对融合结果的影响。

关 键 词:无线传感器网络  移动代理  数据融合  D-S证据理论  证据权  
收稿时间:2013-03-05
修稿时间:2014-10-25

Agent based D-S data fusion in wireless sensor networks
SUN Zi-wen,LIU Jia-jie,JI Zhi-cheng.Agent based D-S data fusion in wireless sensor networks[J].Computer Engineering & Science,2014,36(10):1919-1924.
Authors:SUN Zi-wen  LIU Jia-jie  JI Zhi-cheng
Affiliation:(1.School of Internet of Things Engineering,Jiangnan University,Wuxi 214122; 2.Jiangsu Sunda Water Co.,Ltd,Wuxi 214122,China)
Abstract:An agent-based D-S data fusion algorithm with evidence weights in wireless sensor networks is proposed.Evidence weights are adopted to modify the evidences before fusion in order to reduce the impact of data conflicts on fusion result.Three-level D-S combination rules are used to make fusion decision, the fusion detection probabilities of single node in time domain are calculated in the node-level fusion,and the detection probabilities of intra-cluster nodes in space domain are calculated to obtain the local decision in the intra-cluster level fusion.The fusion detection probabilities among clusters are calculated to obtain the final global decision in the inter-cluster level fusion.The stimulation results show that the proposed algorithm can obtain an accurate fusion result with lower energy consumption.
Keywords:wireless sensor network  mobile agent  data fusion  D-S evidence theory  evidence weight
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