电子学报 ›› 2021, Vol. 49 ›› Issue (1): 125-131.DOI: 10.12263/DZXB.20190086

• 学术论文 • 上一篇    下一篇

基于冲突关系网络的证据合成方法研究

陈哲, 王加阳   

  1. 中南大学计算机学院, 湖南长沙 410083
  • 收稿日期:2019-01-11 修回日期:2019-10-30 出版日期:2021-01-25 发布日期:2021-01-25
  • 通讯作者: 陈哲
  • 作者简介:王加阳 男,1963年生于湖南长沙.工学博士,中南大学计算机学院教授,博士生导师,主要研究方向智能计算与信息融合.E-mail:csuwjy@mail.csu.edu.cn
  • 基金资助:
    国家自然科学基金(No.61772031);湖南省自然科学基金(No.2020JJ4753)

The Research on Evidence Combination Method Based on Conflict Relation Network

CHEN Zhe, WANG Jia-yang   

  1. School of Computer Science and Engineering, Central South University, Changsha, Hunan 410083, China
  • Received:2019-01-11 Revised:2019-10-30 Online:2021-01-25 Published:2021-01-25
  • Supported by:
     

摘要: 针对经典证据理论处理高冲突情况时结果违反常理的问题,在对其原因及各类改进方法进行研究分析的基础上,提出基于冲突关系网络的证据合成方法.该方法从整体着眼,充分考虑直接与间接冲突关系,通过构建网络,利用PageRank算法的思想获取证据权值并进行加权修正,最后利用Dempster组合规则进行融合,既保留了经典理论优良的数学性质,又较好解决了前述问题.算例分析结果表明,该方法能够客观反映冲突证据所携带的不确定信息,具备一定的优越性.

 

关键词: 证据理论, 冲突关系网络, 权值

Abstract: Since the result of classic evidence theory in dealing with high conflict situation is unreasonable,after analyzing the reasons and various improved methods,the evidence combination method based on conflict relation network is proposed.The method considers direct and indirect relations adequately,takes advantage of the idea of PageRank algorithm to obtain the weight of evidence by building network.Then the evidence is revised and weighted.Finally,the fusion is accomplished by adopting the combination rule of Dempster.It solves the problem above preferably while keeping the good mathematical properties of evidence theory.Analysis of examples indicates that,the proposed method can objectively reflect uncertain information with conflicting evidences well.

Key words: evidence theory, conflict relation network, weight

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