Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements

Vibration signature of flexible structures can be used as a tool to monitor the structural health and predict failure. This work presents a practical low cost technique for predicting vibration signature of a mechanical structure and relates it to its structural health. The technique utilizes a mode...

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Bibliographic Details
Main Authors: Latifa Al Ghailani, Ameen El-Sinawi
Format: Article
Language:English
Published: JVE International 2017-11-01
Series:Journal of Vibroengineering
Subjects:
LQG
LQR
SVD
HSV
Online Access:https://www.jvejournals.com/article/18669
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spelling doaj-91f36557d04940e38471adcb842249942020-11-25T00:56:35ZengJVE InternationalJournal of Vibroengineering1392-87162538-84602017-11-011975020503510.21595/jve.2017.1866918669Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurementsLatifa Al Ghailani0Ameen El-Sinawi1Mechanical Engineering Department, The Petroleum Institute, Abu Dhabi, P.O. Box, 2533, United Arab EmiratesMechanical Engineering Department, The Petroleum Institute, Abu Dhabi, P.O. Box, 2533, United Arab EmiratesVibration signature of flexible structures can be used as a tool to monitor the structural health and predict failure. This work presents a practical low cost technique for predicting vibration signature of a mechanical structure and relates it to its structural health. The technique utilizes a model constructed from Modal frequencies and Eigen vectors obtained via finite element analysis (FEA) of the structure. Linear Quadratic Gaussian (LQG) servo controller of the acceleration output of the model is utilized to minimize error between actual acceleration measurements and its estimates. The LQG controller requires minimal feedback measurements from the physical system and can provide acceleration estimates at any location on the structure. Thus, it is adaptable to structures that are complex and/or have limited accessible measurements points. Anytime during operation, a shift in estimated Modal frequencies of the structure is shown to have a strong relationship with variation in structural parameters, (i.e. structural damage). Therefore, the presented technique is unique for three reasons, (a) it uses estimates, rather than actual measurements to identify structural damage, (b) requires minimal feedback measurements from the structure and (c) uses an effective low-cost reduced order model to achieve (a) and (b). The proposed technique is utilized on a pipeline structure and is evaluated both numerically and experimentally as a proof of concept. Research outcomes are presented and discussed.https://www.jvejournals.com/article/18669finite element analysisLQGLQRKalman filteringstructural health monitoringmodal reductionSVDHSVpipeline failure prediction
collection DOAJ
language English
format Article
sources DOAJ
author Latifa Al Ghailani
Ameen El-Sinawi
spellingShingle Latifa Al Ghailani
Ameen El-Sinawi
Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
Journal of Vibroengineering
finite element analysis
LQG
LQR
Kalman filtering
structural health monitoring
modal reduction
SVD
HSV
pipeline failure prediction
author_facet Latifa Al Ghailani
Ameen El-Sinawi
author_sort Latifa Al Ghailani
title Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
title_short Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
title_full Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
title_fullStr Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
title_full_unstemmed Relating structural damage to modal frequencies shift using low cost LQG-FEA approach and minimal feedback measurements
title_sort relating structural damage to modal frequencies shift using low cost lqg-fea approach and minimal feedback measurements
publisher JVE International
series Journal of Vibroengineering
issn 1392-8716
2538-8460
publishDate 2017-11-01
description Vibration signature of flexible structures can be used as a tool to monitor the structural health and predict failure. This work presents a practical low cost technique for predicting vibration signature of a mechanical structure and relates it to its structural health. The technique utilizes a model constructed from Modal frequencies and Eigen vectors obtained via finite element analysis (FEA) of the structure. Linear Quadratic Gaussian (LQG) servo controller of the acceleration output of the model is utilized to minimize error between actual acceleration measurements and its estimates. The LQG controller requires minimal feedback measurements from the physical system and can provide acceleration estimates at any location on the structure. Thus, it is adaptable to structures that are complex and/or have limited accessible measurements points. Anytime during operation, a shift in estimated Modal frequencies of the structure is shown to have a strong relationship with variation in structural parameters, (i.e. structural damage). Therefore, the presented technique is unique for three reasons, (a) it uses estimates, rather than actual measurements to identify structural damage, (b) requires minimal feedback measurements from the structure and (c) uses an effective low-cost reduced order model to achieve (a) and (b). The proposed technique is utilized on a pipeline structure and is evaluated both numerically and experimentally as a proof of concept. Research outcomes are presented and discussed.
topic finite element analysis
LQG
LQR
Kalman filtering
structural health monitoring
modal reduction
SVD
HSV
pipeline failure prediction
url https://www.jvejournals.com/article/18669
work_keys_str_mv AT latifaalghailani relatingstructuraldamagetomodalfrequenciesshiftusinglowcostlqgfeaapproachandminimalfeedbackmeasurements
AT ameenelsinawi relatingstructuraldamagetomodalfrequenciesshiftusinglowcostlqgfeaapproachandminimalfeedbackmeasurements
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