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Time-Frequency Methods for Structural Health Monitoring

Detection of early warning signals for the imminent failure of large and complex engineered structures is a daunting challenge with many open research questions. In this paper we report on novel ways to perform Structural Health Monitoring (SHM) of flood protection systems (levees, earthen dikes and...

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Autores principales: Pyayt, Alexander L., Kozionov, Alexey P., Mokhov, Ilya I., Lang, Bernhard, Meijer, Robert J., Krzhizhanovskaya, Valeria V., Sloot, Peter M. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4003985/
https://www.ncbi.nlm.nih.gov/pubmed/24625740
http://dx.doi.org/10.3390/s140305147
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author Pyayt, Alexander L.
Kozionov, Alexey P.
Mokhov, Ilya I.
Lang, Bernhard
Meijer, Robert J.
Krzhizhanovskaya, Valeria V.
Sloot, Peter M. A.
author_facet Pyayt, Alexander L.
Kozionov, Alexey P.
Mokhov, Ilya I.
Lang, Bernhard
Meijer, Robert J.
Krzhizhanovskaya, Valeria V.
Sloot, Peter M. A.
author_sort Pyayt, Alexander L.
collection PubMed
description Detection of early warning signals for the imminent failure of large and complex engineered structures is a daunting challenge with many open research questions. In this paper we report on novel ways to perform Structural Health Monitoring (SHM) of flood protection systems (levees, earthen dikes and concrete dams) using sensor data. We present a robust data-driven anomaly detection method that combines time-frequency feature extraction, using wavelet analysis and phase shift, with one-sided classification techniques to identify the onset of failure anomalies in real-time sensor measurements. The methodology has been successfully tested at three operational levees. We detected a dam leakage in the retaining dam (Germany) and “strange” behaviour of sensors installed in a Boston levee (UK) and a Rhine levee (Germany).
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spelling pubmed-40039852014-04-29 Time-Frequency Methods for Structural Health Monitoring Pyayt, Alexander L. Kozionov, Alexey P. Mokhov, Ilya I. Lang, Bernhard Meijer, Robert J. Krzhizhanovskaya, Valeria V. Sloot, Peter M. A. Sensors (Basel) Article Detection of early warning signals for the imminent failure of large and complex engineered structures is a daunting challenge with many open research questions. In this paper we report on novel ways to perform Structural Health Monitoring (SHM) of flood protection systems (levees, earthen dikes and concrete dams) using sensor data. We present a robust data-driven anomaly detection method that combines time-frequency feature extraction, using wavelet analysis and phase shift, with one-sided classification techniques to identify the onset of failure anomalies in real-time sensor measurements. The methodology has been successfully tested at three operational levees. We detected a dam leakage in the retaining dam (Germany) and “strange” behaviour of sensors installed in a Boston levee (UK) and a Rhine levee (Germany). MDPI 2014-03-12 /pmc/articles/PMC4003985/ /pubmed/24625740 http://dx.doi.org/10.3390/s140305147 Text en © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Pyayt, Alexander L.
Kozionov, Alexey P.
Mokhov, Ilya I.
Lang, Bernhard
Meijer, Robert J.
Krzhizhanovskaya, Valeria V.
Sloot, Peter M. A.
Time-Frequency Methods for Structural Health Monitoring
title Time-Frequency Methods for Structural Health Monitoring
title_full Time-Frequency Methods for Structural Health Monitoring
title_fullStr Time-Frequency Methods for Structural Health Monitoring
title_full_unstemmed Time-Frequency Methods for Structural Health Monitoring
title_short Time-Frequency Methods for Structural Health Monitoring
title_sort time-frequency methods for structural health monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4003985/
https://www.ncbi.nlm.nih.gov/pubmed/24625740
http://dx.doi.org/10.3390/s140305147
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