Fault pattern classification using modified dempster-shafer(D-S) combination rule

Xiaoyan Su; Yong Deng; Ying Wu; Wen Jiang

Fault pattern classification using modified dempster-shafer(D-S) combination rule

Xiaoyan Su, Yong Deng, Ying Wu, Wen Jiang

School of Electronics and Information

Research output: Contribution to journal › Article › peer-review

9 Scopus citations

Abstract

A modified method of conventional D-S evidence combination rule was presented. The consensus index of evidence based on distance measures of evidence was introduced into modifying the BPAs of hypotheses with the evidence sufficiency and evidence importance. By using the D-S combination and new decision rules, the different sets of BPAs for each hypothesis were calculated. A numerical example of the fault diagnosis is used to demonstrate the validity of the method by comparison with other methods.

Original language	English
Pages (from-to)	144-149
Number of pages	6
Journal	Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis
Volume	31
Issue number	2
State	Published - Apr 2011

Keywords

Conflict
D-S evidence theory
Evidence consensus
Fault diagnosis
Information fusion

Cite this

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title = "Fault pattern classification using modified dempster-shafer(D-S) combination rule",

abstract = "A modified method of conventional D-S evidence combination rule was presented. The consensus index of evidence based on distance measures of evidence was introduced into modifying the BPAs of hypotheses with the evidence sufficiency and evidence importance. By using the D-S combination and new decision rules, the different sets of BPAs for each hypothesis were calculated. A numerical example of the fault diagnosis is used to demonstrate the validity of the method by comparison with other methods.",

keywords = "Conflict, D-S evidence theory, Evidence consensus, Fault diagnosis, Information fusion",

author = "Xiaoyan Su and Yong Deng and Ying Wu and Wen Jiang",

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AU - Wu, Ying

AU - Jiang, Wen

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N2 - A modified method of conventional D-S evidence combination rule was presented. The consensus index of evidence based on distance measures of evidence was introduced into modifying the BPAs of hypotheses with the evidence sufficiency and evidence importance. By using the D-S combination and new decision rules, the different sets of BPAs for each hypothesis were calculated. A numerical example of the fault diagnosis is used to demonstrate the validity of the method by comparison with other methods.

AB - A modified method of conventional D-S evidence combination rule was presented. The consensus index of evidence based on distance measures of evidence was introduced into modifying the BPAs of hypotheses with the evidence sufficiency and evidence importance. By using the D-S combination and new decision rules, the different sets of BPAs for each hypothesis were calculated. A numerical example of the fault diagnosis is used to demonstrate the validity of the method by comparison with other methods.

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KW - D-S evidence theory

KW - Evidence consensus

KW - Fault diagnosis

KW - Information fusion

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SN - 1004-6801

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JO - Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis

JF - Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis

IS - 2

ER -

Fault pattern classification using modified dempster-shafer(D-S) combination rule

Abstract

Keywords

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