Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory

Assessment and prediction of the storage equipment’s condition is always a difficult aspect in PHM technology. The current Condition evaluation of equipment lacks of the state level, and a single test data can’t reflect the change of equipment’s state. To solve the problem, this paper proposes an ev...

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Main Authors: Zhang Xiao-yu, He Hua-feng
Format: Article
Language:English
Published: EDP Sciences 2017-01-01
Series:MATEC Web of Conferences
Online Access:https://doi.org/10.1051/matecconf/20179514007
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spelling doaj-1bca45f738524472bba5d3003bad94282021-03-02T09:37:59ZengEDP SciencesMATEC Web of Conferences2261-236X2017-01-01951400710.1051/matecconf/20179514007matecconf_icmme2017_14007Condition Evaluation of Storage Equipment Based on Improved D-S Evidence TheoryZhang Xiao-yuHe Hua-fengAssessment and prediction of the storage equipment’s condition is always a difficult aspect in PHM technology. The current Condition evaluation of equipment lacks of the state level, and a single test data can’t reflect the change of equipment’s state. To solve the problem, this paper proposes an evaluation method based on improved D-S evidence theory. Firstly, use analytic hierarchy process (AHP) to establish a hierarchical structure model of equipment and divide the qualified state into 4 grades. Then respectively compare the test data with the last test value, historical test mean value and standard value. And the triangular fuzzy function to calculate the index membership degree, combined with D-S evidence theory to fuse information from multiple sources, to achieve such equipment real-time state assessment. Finally, the model is used to a servo mechanism. The result shows that this method has a good performance in condition evaluation for the storage equipmenthttps://doi.org/10.1051/matecconf/20179514007
collection DOAJ
language English
format Article
sources DOAJ
author Zhang Xiao-yu
He Hua-feng
spellingShingle Zhang Xiao-yu
He Hua-feng
Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
MATEC Web of Conferences
author_facet Zhang Xiao-yu
He Hua-feng
author_sort Zhang Xiao-yu
title Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
title_short Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
title_full Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
title_fullStr Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
title_full_unstemmed Condition Evaluation of Storage Equipment Based on Improved D-S Evidence Theory
title_sort condition evaluation of storage equipment based on improved d-s evidence theory
publisher EDP Sciences
series MATEC Web of Conferences
issn 2261-236X
publishDate 2017-01-01
description Assessment and prediction of the storage equipment’s condition is always a difficult aspect in PHM technology. The current Condition evaluation of equipment lacks of the state level, and a single test data can’t reflect the change of equipment’s state. To solve the problem, this paper proposes an evaluation method based on improved D-S evidence theory. Firstly, use analytic hierarchy process (AHP) to establish a hierarchical structure model of equipment and divide the qualified state into 4 grades. Then respectively compare the test data with the last test value, historical test mean value and standard value. And the triangular fuzzy function to calculate the index membership degree, combined with D-S evidence theory to fuse information from multiple sources, to achieve such equipment real-time state assessment. Finally, the model is used to a servo mechanism. The result shows that this method has a good performance in condition evaluation for the storage equipment
url https://doi.org/10.1051/matecconf/20179514007
work_keys_str_mv AT zhangxiaoyu conditionevaluationofstorageequipmentbasedonimproveddsevidencetheory
AT hehuafeng conditionevaluationofstorageequipmentbasedonimproveddsevidencetheory
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