Vision-Based Faint Vibration Extraction Using Singular Value Decomposition
Vibration measurement is important for understanding the behavior of engineering structures. Unlike conventional contact-type measurements, vision-based methodologies have attracted a great deal of attention because of the advantages of remote measurement, nonintrusive characteristic, and no mass in...
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Published in | Mathematical problems in engineering Vol. 2015; no. 2015; pp. 1 - 14 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Cairo, Egypt
Hindawi Publishing Corporation
01.01.2015
John Wiley & Sons, Inc |
Subjects | |
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Abstract | Vibration measurement is important for understanding the behavior of engineering structures. Unlike conventional contact-type measurements, vision-based methodologies have attracted a great deal of attention because of the advantages of remote measurement, nonintrusive characteristic, and no mass introduction. It is a new type of displacement sensor which is convenient and reliable. This study introduces the singular value decomposition (SVD) methods for video image processing and presents a vibration-extracted algorithm. The algorithms can successfully realize noncontact displacement measurements without undesirable influence to the structure behavior. SVD-based algorithm decomposes a matrix combined with the former frames to obtain a set of orthonormal image bases while the projections of all video frames on the basis describe the vibration information. By means of simulation, the parameters selection of SVD-based algorithm is discussed in detail. To validate the algorithm performance in practice, sinusoidal motion tests are performed. Results indicate that the proposed technique can provide fairly accurate displacement measurement. Moreover, a sound barrier experiment showing how the high-speed rail trains affect the sound barrier nearby is carried out. It is for the first time to be realized at home and abroad due to the challenge of measuring environment. |
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AbstractList | Vibration measurement is important for understanding the behavior of engineering structures. Unlike conventional contact-type measurements, vision-based methodologies have attracted a great deal of attention because of the advantages of remote measurement, nonintrusive characteristic, and no mass introduction. It is a new type of displacement sensor which is convenient and reliable. This study introduces the singular value decomposition (SVD) methods for video image processing and presents a vibration-extracted algorithm. The algorithms can successfully realize noncontact displacement measurements without undesirable influence to the structure behavior. SVD-based algorithm decomposes a matrix combined with the former frames to obtain a set of orthonormal image bases while the projections of all video frames on the basis describe the vibration information. By means of simulation, the parameters selection of SVD-based algorithm is discussed in detail. To validate the algorithm performance in practice, sinusoidal motion tests are performed. Results indicate that the proposed technique can provide fairly accurate displacement measurement. Moreover, a sound barrier experiment showing how the high-speed rail trains affect the sound barrier nearby is carried out. It is for the first time to be realized at home and abroad due to the challenge of measuring environment. |
Author | Zhu, Changan Guo, Jie Lei, Xiujun |
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CitedBy_id | crossref_primary_10_1155_2016_8704134 crossref_primary_10_1155_2020_2815017 crossref_primary_10_1007_s11831_019_09325_z |
Cites_doi | 10.1016/j.mri.2006.03.006 10.1006/jsvi.2001.4087 10.1016/j.ymssp.2007.05.007 10.1016/j.ndteint.2004.06.012 10.1155/2013/204875 10.1016/j.cviu.2005.07.006 10.1007/s11340-006-6124-2 10.1016/j.ymssp.2009.12.006 10.1016/j.measurement.2014.09.063 10.1016/j.ymssp.2011.01.003 10.1016/j.ymssp.2008.07.004 10.1016/j.ymssp.2014.02.002 10.1016/j.ymssp.2004.09.008 10.2528/PIER08032101 10.1016/j.optlaseng.2004.05.010 10.1155/2014/236574 10.1088/0031-9155/51/1/010 10.1016/j.ymssp.2013.10.005 10.1177/0018512002042001785 10.1016/j.csda.2004.07.010 |
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Copyright | Copyright © 2015 Xiujun Lei et al. Copyright © 2015 Xiujun Lei et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
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SubjectTerms | Algorithms Barriers Decomposition Displacement measurement Frames Frames (data processing) High speed rail High speed trains Image processing Kalman filters Linear algebra Mathematical analysis Mathematical problems Railway engineering Remote sensors Singular value decomposition Sound Vibration Vibration measurement |
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Title | Vision-Based Faint Vibration Extraction Using Singular Value Decomposition |
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