Evidence combination method in time domain based on reliability and importance  被引量:2

Evidence combination method in time domain based on reliability and importance

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作  者:LUO Chengkun CHEN Yunxiang XIANG Huachun WANG Weijia WANG Zezhou 

机构地区:[1]Equipment Management and Safety Engineering College, Air Force Engineering University

出  处:《Journal of Systems Engineering and Electronics》2018年第6期1308-1316,共9页系统工程与电子技术(英文版)

基  金:supported by the National Natural Science Foundation of China(71571190; 71601183; L1534031);the Shanxi Province Natural Science Foundation of China(2014JQ2-7045)

摘  要:In order to achieve the information fusion in the time domain based on the evidence theory, an evidence combination method in the time domain based on reliability and importance is proposed according to the idea of evidence discount. Firstly, the distortion of the time-domain evidence is judged based on single exponential smoothing. The real-time reliability of the evidence at the adjacent time is obtained by the real-time reliability assessment method of the evidence based on the credibility decay model.Then, the relative importance of the evidence at the adjacent time is obtained by comprehensively considering improved conflict degree and uncertainty. Finally, based on the criterion of evidence discount and the Dempster’s rule of combination, the evidence combination is carried out to achieve the sequential combination of time-domain evidence. The numerical simulation and analysis show that this method has fully embodied the dynamic characteristics of time-domain evidence combination, and it has strong processing ability for conflict information and anti-disturbing ability.The proposed method has good applicability to information fusion in the time domain.In order to achieve the information fusion in the time domain based on the evidence theory, an evidence combination method in the time domain based on reliability and importance is proposed according to the idea of evidence discount. Firstly, the distortion of the time-domain evidence is judged based on single exponential smoothing. The real-time reliability of the evidence at the adjacent time is obtained by the real-time reliability assessment method of the evidence based on the credibility decay model.Then, the relative importance of the evidence at the adjacent time is obtained by comprehensively considering improved conflict degree and uncertainty. Finally, based on the criterion of evidence discount and the Dempster's rule of combination, the evidence combination is carried out to achieve the sequential combination of time-domain evidence. The numerical simulation and analysis show that this method has fully embodied the dynamic characteristics of time-domain evidence combination, and it has strong processing ability for conflict information and anti-disturbing ability.The proposed method has good applicability to information fusion in the time domain.

关 键 词:evidence theory time-domain evidence combination evidence discount RELIABILITY IMPORTANCE 

分 类 号:N[自然科学总论]

 

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