电子学报2011,Vol.39Issue(z1):153-157,5.
基于证据方差的加权证据组合
Weighted Combination of Conflicting Evidence Based on Evidence Vadance
摘要
Abstract
Dempster-Shafer evidence theory is widely used in the rields of decision-level information fusion. To suppress the counter-inuitive results encountered when using Dempster's rule of combination, a modified sequential weighted evidence combination approach based on variance of evidence is propose. According to Jousselme's distance, variance of bodies of evidence is defined. In each combination step,the weights are generated based on the variances of the sequences of available evidence combination results before and after adding new arriving body of evidence. Then the weights generated are used to modify the bodies of evidence including the previous combination result and the new arriving body of evidence at current step. Finally, according the Dempster's rule of combination, the weighted average combination result can be obtained. Some numerical examples provided show the efficiency and rationality of the proposed approach.关键词
证据理论/冲突/证据组合/证据距离/证据方差Key words
evidence theory/ conflict/ evidence combination/ distance of evidence/ variance of evidence分类
信息技术与安全科学引用本文复制引用
韩德强,韩崇昭,邓勇,杨艺..基于证据方差的加权证据组合[J].电子学报,2011,39(z1):153-157,5.基金项目
国家973重点基础研究发展规划(No.2007CB311006) (No.2007CB311006)
国家自然科学基金(No.60874105,No.60904099) (No.60874105,No.60904099)
教育部新世纪优秀人才支持计划(No.NCET-08-0345) (No.NCET-08-0345)
上海市青年科技启明星计划(No.09QA1402900) (No.09QA1402900)
航空科学基金(No.20090657004,No.20095153022) (No.20090657004,No.20095153022)
上海交通大学"晨星学者计划"(No.T241460612) (No.T241460612)
陕西省电子信息系统综合集成重点实验室项目(No.201101Y17) (No.201101Y17)