Analysis of traffic-induced vibrations by blind source separation with application in building monitoring
The paper presents an approach that may enable the separation of the vibrations induced by underground traffic from the vibrations induced by other sources, based on Second Order Blind Identification (SOBI) algorithm. The signals recorded in different locations of an instrumented building are mixed...
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| Published in | Mathematics and computers in simulation Vol. 80; no. 12; pp. 2374 - 2385 |
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| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.08.2010
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0378-4754 1872-7166 |
| DOI | 10.1016/j.matcom.2010.05.020 |
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| Abstract | The paper presents an approach that may enable the separation of the vibrations induced by underground traffic from the vibrations induced by other sources, based on Second Order Blind Identification (SOBI) algorithm. The signals recorded in different locations of an instrumented building are mixed signals from different internal and external vibration sources. The blind source separation algorithm will estimate the independent vibration sources together with their mixing model. This model can be used to determine the contribution of each source in different measurement points, to evaluate the effect of the vibration sources and their potential for building damage. The above approach has been tested in simulation and on a building subject to different traffic forms. |
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| AbstractList | The paper presents an approach that may enable the separation of the vibrations induced by underground traffic from the vibrations induced by other sources, based on Second Order Blind Identification (SOBI) algorithm. The signals recorded in different locations of an instrumented building are mixed signals from different internal and external vibration sources. The blind source separation algorithm will estimate the independent vibration sources together with their mixing model. This model can be used to determine the contribution of each source in different measurement points, to evaluate the effect of the vibration sources and their potential for building damage. The above approach has been tested in simulation and on a building subject to different traffic forms. |
| Author | Popescu, Th.D. |
| Author_xml | – sequence: 1 givenname: Th.D. surname: Popescu fullname: Popescu, Th.D. email: pope@ici.ro organization: National Institute for Research and Development in Informatics, 8-10 Averescu Avenue, 011455 Bucharest, Romania |
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| CitedBy_id | crossref_primary_10_1177_01423312211038419 crossref_primary_10_21595_jve_2017_18039 crossref_primary_10_4028_www_scientific_net_AMR_255_260_1770 crossref_primary_10_1007_s00170_021_07703_1 crossref_primary_10_1016_j_ymssp_2017_03_001 crossref_primary_10_1016_j_mechrescom_2016_11_002 crossref_primary_10_1515_ijnaoe_2015_0010 |
| Cites_doi | 10.1061/(ASCE)1090-0241(2008)134:11(1633) 10.1109/78.554307 10.12989/imm.2008.1.1.157 10.1016/0165-1684(94)90029-9 10.1109/TASSP.1987.1165063 |
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| Issue | 12 |
| Keywords | Building monitoring Blind source separation Traffic-induced vibration Second-order statistics |
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| References_xml | – volume: 35 start-page: 1533 year: 1987 end-page: 1538 ident: bib11 article-title: Methods for detection of the number of signals publication-title: IEEE Trans. ASSP – volume: 134 start-page: 1633 year: 2008 end-page: 1644 ident: bib13 article-title: Soil vibrations caused by underground moving trains using the 2.5D finite/infinite element approach publication-title: J. Geotech. Geoenviron. Eng. ASCE – volume: 45 start-page: 434 year: 1997 end-page: 444 ident: bib2 article-title: A blind source separation technique based on second order statistics publication-title: IEEE Trans. Signal Process. – year: 2001 ident: bib8 article-title: Independent Component Analysis – year: 1989 ident: bib5 article-title: Matrix Computation – volume: 140 start-page: 362 year: 1993 end-page: 370 ident: bib3 article-title: Blind beamforming for nonGaussian signals publication-title: IEE Proc.-F – start-page: 299 year: 2006 end-page: 304 ident: bib1 article-title: Vibration analysis of bridges under moving vehicles and train: an overview publication-title: Progress in Structural Engineering and Materials, vol. 3 – start-page: 192 year: 1983 end-page: 196 ident: bib10 article-title: Determining the number of signals by information theoretic criteria publication-title: Workshop on Spectral Estimation II – reference: H. Takemiya (Ed.), Environmental vibrations: prediction monitoring and evaluation, in: Proceedings of the 2nd International Symposium on Environmental Vibrations: Prediction, Monitoring and Evaluation (ISEV 2005), Okayama, Japan 20–22 September, Proceedings and Monographs in Engineering, Water and Earth Sciences, Taylor & Francis, 2005. – volume: 1 start-page: 157 year: 2005 end-page: 175 ident: bib12 article-title: Ground vibrations due to underground train considering soil–tunnel interactions publication-title: Interact. Multiscale Mech. Int. J. – volume: 36 start-page: 287 year: 1994 end-page: 314 ident: bib4 article-title: Independent component analysis – a new concept? publication-title: Signal Process. – start-page: 103 year: 1994 end-page: 108 ident: bib6 article-title: Measurement and analysis of traffic-induced vibrations publication-title: Proceedings of the 2nd International Symposium on Transport Noise and Vibrations – volume: 25 start-page: 1 year: 2001 end-page: 16 ident: bib7 article-title: A review of researches on ground-borne vibrations with emphasis on those induced by trains publication-title: Proc. Natl. Sci. Counc. – volume: 25 start-page: 1 year: 2001 ident: 10.1016/j.matcom.2010.05.020_bib7 article-title: A review of researches on ground-borne vibrations with emphasis on those induced by trains publication-title: Proc. Natl. Sci. Counc. – volume: 134 start-page: 1633 year: 2008 ident: 10.1016/j.matcom.2010.05.020_bib13 article-title: Soil vibrations caused by underground moving trains using the 2.5D finite/infinite element approach publication-title: J. Geotech. Geoenviron. Eng. ASCE doi: 10.1061/(ASCE)1090-0241(2008)134:11(1633) – volume: 45 start-page: 434 year: 1997 ident: 10.1016/j.matcom.2010.05.020_bib2 article-title: A blind source separation technique based on second order statistics publication-title: IEEE Trans. Signal Process. doi: 10.1109/78.554307 – year: 2001 ident: 10.1016/j.matcom.2010.05.020_bib8 – start-page: 299 year: 2006 ident: 10.1016/j.matcom.2010.05.020_bib1 article-title: Vibration analysis of bridges under moving vehicles and train: an overview – volume: 1 start-page: 157 year: 2005 ident: 10.1016/j.matcom.2010.05.020_bib12 article-title: Ground vibrations due to underground train considering soil–tunnel interactions publication-title: Interact. Multiscale Mech. Int. J. doi: 10.12989/imm.2008.1.1.157 – volume: 140 start-page: 362 year: 1993 ident: 10.1016/j.matcom.2010.05.020_bib3 article-title: Blind beamforming for nonGaussian signals – volume: 36 start-page: 287 year: 1994 ident: 10.1016/j.matcom.2010.05.020_bib4 article-title: Independent component analysis – a new concept? publication-title: Signal Process. doi: 10.1016/0165-1684(94)90029-9 – year: 1989 ident: 10.1016/j.matcom.2010.05.020_bib5 – start-page: 192 year: 1983 ident: 10.1016/j.matcom.2010.05.020_bib10 article-title: Determining the number of signals by information theoretic criteria – ident: 10.1016/j.matcom.2010.05.020_bib9 – start-page: 103 year: 1994 ident: 10.1016/j.matcom.2010.05.020_bib6 article-title: Measurement and analysis of traffic-induced vibrations – volume: 35 start-page: 1533 year: 1987 ident: 10.1016/j.matcom.2010.05.020_bib11 article-title: Methods for detection of the number of signals publication-title: IEEE Trans. ASSP doi: 10.1109/TASSP.1987.1165063 |
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| SubjectTerms | Blind source separation Building monitoring Second-order statistics Traffic-induced vibration |
| Title | Analysis of traffic-induced vibrations by blind source separation with application in building monitoring |
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