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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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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1725226490625261568 |