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Crack detection in beam-like structures using genetic algorithms

delete2008-03-01
delete153
PRE
AI
M
Mohammad-Taghi Vakil-Baghmisheh
M
Mansour Peimani *
M
Morteza Sadeghi
M
Mir Mohammad Ettefagh
DOI:10.1016/j.asoc.2007.10.003delete
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摘要

摘要

En 中文
A fault diagnosis method based on genetic algorithms (GAs) and a model of damaged ( cracked) structure is proposed. For modeling the cracked-beam structure an analytical model of a cracked cantilever beam is utilized and natural frequencies are obtained through numerical methods. Our method utilizes genetic algorithms to monitor the possible changes in the natural frequencies of the structure. The identification of the crack location and depth in the cantilever beam is formulated as an optimization problem, and binary and continuous genetic algorithms (BGA, CGA) are used to find the optimal location and depth by minimizing the cost function which is based on the difference of measured and calculated natural frequencies. Also we present a new cost function based on natural frequencies. The average values of location and depth prediction errors are 1.02% and 1.98%, respectively, using the BGA. These values become 0.73% and 1.11% for the CGA. To validate the proposed method and investigate the modeling and measurement errors some experimental results are also included. The average values of experimental location and depth prediction errors are 10.57% and 11.19%, respectively, for the BGA. These values become 10.21% and 10.39% for the CGA. (C) 2007 Elsevier B.V. All rights reserved.
Keyword:
crack detection
health monitoring
genetic algorithms
natural frequencies
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期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
论文数:
1.4W
被引数:
4.8W

机构

U
University of Tabriz
学者数:
9.3K
论文数: 8.5K
被引数: 1.0W
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