Bridge Monitoring with Harmonic Excitation and Principal Component Analysis

Principal Component Analysis is used for damage detection in structures excited by harmonic forces. Time responses are directly analysed by Singular Value Decomposition to deduct two dominant Proper Orthogonal Values corresponding to two Proper Orthogonal Modes. Damage index is defined by the concep...

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Main Authors: Viet Ha Nguyen, Jean-Claude Golinval, Stefan Maas
Format: Article
Language:English
Published: RTU Press 2018-12-01
Series:The Baltic Journal of Road and Bridge Engineering
Subjects:
Online Access:https://bjrbe-journals.rtu.lv/article/view/2499
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spelling doaj-42e547b583554383a02d21255b7b09152020-11-25T02:55:06ZengRTU PressThe Baltic Journal of Road and Bridge Engineering1822-427X1822-42882018-12-0113437438410.7250/bjrbe.2018-13.4231277Bridge Monitoring with Harmonic Excitation and Principal Component AnalysisViet Ha Nguyen0Jean-Claude Golinval1Stefan Maas2University of Luxembourg, Luxembourg, LuxembourgUniversity of Liege, Liège, BelgiumUniversity of Luxembourg, Luxembourg, LuxembourgPrincipal Component Analysis is used for damage detection in structures excited by harmonic forces. Time responses are directly analysed by Singular Value Decomposition to deduct two dominant Proper Orthogonal Values corresponding to two Proper Orthogonal Modes. Damage index is defined by the concept of subspace angle that a subspace is built from the two Proper Orthogonal Modes. A subspace angle reflects the coherence between two different structural health states. An example is given through the application on a part of a real prestressed concrete bridge in Luxembourg where different damage states were created by cutting a number of prestressed tendons in four scenarios with increasing levels. Results are better by using excitation frequency close to an eigenfrequency of the structure. The technique is convenient for practical application in operational bridge structures.https://bjrbe-journals.rtu.lv/article/view/2499bridge structuredamage detectionforced harmonic excitationprincipal component analysissubspace angletime response
collection DOAJ
language English
format Article
sources DOAJ
author Viet Ha Nguyen
Jean-Claude Golinval
Stefan Maas
spellingShingle Viet Ha Nguyen
Jean-Claude Golinval
Stefan Maas
Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
The Baltic Journal of Road and Bridge Engineering
bridge structure
damage detection
forced harmonic excitation
principal component analysis
subspace angle
time response
author_facet Viet Ha Nguyen
Jean-Claude Golinval
Stefan Maas
author_sort Viet Ha Nguyen
title Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
title_short Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
title_full Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
title_fullStr Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
title_full_unstemmed Bridge Monitoring with Harmonic Excitation and Principal Component Analysis
title_sort bridge monitoring with harmonic excitation and principal component analysis
publisher RTU Press
series The Baltic Journal of Road and Bridge Engineering
issn 1822-427X
1822-4288
publishDate 2018-12-01
description Principal Component Analysis is used for damage detection in structures excited by harmonic forces. Time responses are directly analysed by Singular Value Decomposition to deduct two dominant Proper Orthogonal Values corresponding to two Proper Orthogonal Modes. Damage index is defined by the concept of subspace angle that a subspace is built from the two Proper Orthogonal Modes. A subspace angle reflects the coherence between two different structural health states. An example is given through the application on a part of a real prestressed concrete bridge in Luxembourg where different damage states were created by cutting a number of prestressed tendons in four scenarios with increasing levels. Results are better by using excitation frequency close to an eigenfrequency of the structure. The technique is convenient for practical application in operational bridge structures.
topic bridge structure
damage detection
forced harmonic excitation
principal component analysis
subspace angle
time response
url https://bjrbe-journals.rtu.lv/article/view/2499
work_keys_str_mv AT viethanguyen bridgemonitoringwithharmonicexcitationandprincipalcomponentanalysis
AT jeanclaudegolinval bridgemonitoringwithharmonicexcitationandprincipalcomponentanalysis
AT stefanmaas bridgemonitoringwithharmonicexcitationandprincipalcomponentanalysis
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