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基于本征向量和Jousselme距离的高冲突证据融合方法 被引量:7

A high conflict evidence fusion method based on eigenvector and Jousselme distance
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摘要 针对传统Dempster-Shafer(D-S)理论无法有效融合高冲突证据的问题,提出了基于本征向量和Jousselme距离的证据修改方法。首先,由决策者结合主观经验根据原始证据的重要性给出判断矩阵,并利用本征向量法解得主观权重。接着,由原始证据间的Jousselme距离得到客观权重,然后,综合主客观权重对原始证据进行修改。最后,对修改后的证据体使用D-S理论进行融合。仿真结果表明,该方法在对高冲突证据进行融合时收敛速度快,准确度高,同时具备良好的适应能力,很好地解决了高冲突证据的融合问题。 Aiming at the problem that the traditional Dempster-Shafer(D-S)theory cannot effectively integrate highly conflict evidence,an evidence modification method based on eigenvector and Jousselme distance is proposed.First,the decision maker combines subjective experience to give a judgment matrix based on the relative importance of the original evidence and uses the eigenvector method to solve the subjective weight.Then calculate the Jousselme distance between the original evidence to obtain the objective weight and combine the subjective and objective weights to modify the original evidence.Finally,the D-S theory is used to fuse the revised evidence body.The simulation results show that the method has fast convergence speed and high accuracy when fusing highly conflict evidence,and at the same time has good adaptability,and it solves the fusion problem of heavy conflict evidence.
作者 刘康 何明浩 韩俊 王庚 LIU Kang;HE Minghao;HAN Jun;WANG Geng(Air Force Early Warning Academy, Wuhan 430019, China)
机构地区 空军预警学院
出处 《系统工程与电子技术》 EI CSCD 北大核心 2022年第7期2175-2180,共6页 Systems Engineering and Electronics
基金 军内重点科研项目(KJ20191A050339)资助课题。
关键词 多传感器融合 DEMPSTER-SHAFER证据理论 本征向量法 Jousselme距离 multi-sensor fusion Dempster-Shafer(D-S)evidence theory eigenvector method Jousselme distance
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