A Comparative Study of Regularization Method in Structure Load Identification

This study aims to correlate the vibration data with quantitative indicators of structural health by comparing and validating the feasibility of identifying unknown excitation forces using output vibration responses. First, numerical analysis was performed to investigate the accuracy, convergence, a...

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Main Authors: Bingrong Miao, Feng Zhou, Chuanying Jiang, Xiangyu Chen, Shuwang Yang
Format: Article
Language:English
Published: Wiley 2018-01-01
Series:Shock and Vibration
Online Access:http://dx.doi.org/10.1155/2018/9204865
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author Bingrong Miao
Feng Zhou
Chuanying Jiang
Xiangyu Chen
Shuwang Yang
author_facet Bingrong Miao
Feng Zhou
Chuanying Jiang
Xiangyu Chen
Shuwang Yang
author_sort Bingrong Miao
collection DOAJ
description This study aims to correlate the vibration data with quantitative indicators of structural health by comparing and validating the feasibility of identifying unknown excitation forces using output vibration responses. First, numerical analysis was performed to investigate the accuracy, convergence, and robustness of the load identification results for different noise levels, sensors numbers, and initial estimates of structural parameters. Then, the laboratory beam structure experiments were conducted. The results show that using the two identification methods Tikhonov (L-curve) and TSVD (GCV-curve) can successfully and accurately identify the different excitation forces of the external hammer. The TSVD based on GCV method has more advantages than the Tikhonov based on L-curve method. The proposed two kinds of load identification procedure based on vibration response can be applied to the safety performance evaluation of the railway track structure in future inverse problems research.
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id doaj-art-58992d454eec4edbab816eaf59a6a759
institution Kabale University
issn 1070-9622
1875-9203
language English
publishDate 2018-01-01
publisher Wiley
record_format Article
series Shock and Vibration
spelling doaj-art-58992d454eec4edbab816eaf59a6a7592025-02-03T05:44:05ZengWileyShock and Vibration1070-96221875-92032018-01-01201810.1155/2018/92048659204865A Comparative Study of Regularization Method in Structure Load IdentificationBingrong Miao0Feng Zhou1Chuanying Jiang2Xiangyu Chen3Shuwang Yang4State Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031, ChinaState Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031, ChinaState Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031, ChinaState Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031, ChinaState Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031, ChinaThis study aims to correlate the vibration data with quantitative indicators of structural health by comparing and validating the feasibility of identifying unknown excitation forces using output vibration responses. First, numerical analysis was performed to investigate the accuracy, convergence, and robustness of the load identification results for different noise levels, sensors numbers, and initial estimates of structural parameters. Then, the laboratory beam structure experiments were conducted. The results show that using the two identification methods Tikhonov (L-curve) and TSVD (GCV-curve) can successfully and accurately identify the different excitation forces of the external hammer. The TSVD based on GCV method has more advantages than the Tikhonov based on L-curve method. The proposed two kinds of load identification procedure based on vibration response can be applied to the safety performance evaluation of the railway track structure in future inverse problems research.http://dx.doi.org/10.1155/2018/9204865
spellingShingle Bingrong Miao
Feng Zhou
Chuanying Jiang
Xiangyu Chen
Shuwang Yang
A Comparative Study of Regularization Method in Structure Load Identification
Shock and Vibration
title A Comparative Study of Regularization Method in Structure Load Identification
title_full A Comparative Study of Regularization Method in Structure Load Identification
title_fullStr A Comparative Study of Regularization Method in Structure Load Identification
title_full_unstemmed A Comparative Study of Regularization Method in Structure Load Identification
title_short A Comparative Study of Regularization Method in Structure Load Identification
title_sort comparative study of regularization method in structure load identification
url http://dx.doi.org/10.1155/2018/9204865
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