• 中国计算机学会会刊
  • 中国科技核心期刊
  • 中文核心期刊

J4 ›› 2014, Vol. 36 ›› Issue (10): 1919-1924.

• 论文 • 上一篇    下一篇

无线传感器网络中基于代理的D-S数据融合

孙子文1,刘加杰2,纪志成1   

  1. (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)
  • 收稿日期:2013-03-05 修回日期:2013-06-20 出版日期:2014-10-25 发布日期:2014-10-25
  • 基金资助:

    国家自然科学基金资助项目(61373126);江苏省自然科学基金资助项目(BK20131107)

Agent based D-S data fusion in wireless sensor networks           

SUN Ziwen1,LIU Jiajie2,JI Zhicheng1   

  1. (1.School of Internet of Things Engineering,Jiangnan University,Wuxi 214122;
    2.Jiangsu Sunda Water Co.,Ltd,Wuxi 214122,China)
  • Received:2013-03-05 Revised:2013-06-20 Online:2014-10-25 Published:2014-10-25

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

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.

Key words: wireless sensor network;mobile agent;data fusion;D-S evidence theory;evidence weight