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...
Main Authors: | , , |
---|---|
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 |
id |
doaj-42e547b583554383a02d21255b7b0915 |
---|---|
record_format |
Article |
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 |
_version_ |
1724718189817888768 |