SYSTEM IDENTIFICATION BASED ON THE DISTRIBUTION OF TIME BETWEEN ZERO CROSSINGS
A new method for system identification is proposed that is based on fitting the theoretical probability density function (PDF) for the time between zero crossings to a measured distribution of the crossing interval times. Using the theory first developed by Rice, an approximate closed-form expressio...
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| Published in | Journal of sound and vibration Vol. 243; no. 4; pp. 577 - 589 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
London
Elsevier Ltd
14.06.2001
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0022-460X 1095-8568 |
| DOI | 10.1006/jsvi.1999.3472 |
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| Abstract | A new method for system identification is proposed that is based on fitting the theoretical probability density function (PDF) for the time between zero crossings to a measured distribution of the crossing interval times. Using the theory first developed by Rice, an approximate closed-form expression for the probability density of the time between zero crossings of a linear single-degree-of-freedom system subject to a white noise excitation is obtained. The PDF is a function of the natural frequency and damping ratio of the system, and is accurate for a lightly damped system for time intervals up to the natural period of the system. To estimate the system natural frequency and damping ratio, the PDF is fitted to a histogram of measured crossing interval times, using the Levenberg–Marquardt non-linear least-squares technique. The approach is demonstrated using simulated data for systems with natural frequencies of 0·5, 1·0 and 2·0 Hz and damping ratios of 1, 2·5, 5 and 10%. The method is found to provide good results for the full range of system parameters studied, with errors in the predicted frequency of less than 1·5% and errors in the predicted damping ratio, on an average, less than 7%. The new method is intended to take advantage of technology that now exists in advanced low cost, battery operated, stand-alone instrumentation systems, and will be particularly beneficial in studies of large civil structures. |
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| AbstractList | A new method for system identification is proposed that is based on fitting the theoretical probability density function (PDF) for the time between zero crossings to a measured distribution of the crossing interval times. Using the theory first developed by Rice, an approximate closed-form expression for the probability density of the time between zero crossings of a linear single-degree-of-freedom system subject to a white noise excitation is obtained. The PDF is a function of the natural frequency and damping ratio of the system, and is accurate for a lightly damped system for time intervals up to the natural period of the system. To estimate the system natural frequency and damping ratio, the PDF is fitted to a histogram of measured crossing interval times, using the Levenberg-Marquardt nonlinear least-squares technique. The approach is demonstrated using simulated data for systems with natural frequencies of 0.5, 1.0 and 2.0 Hz and damping ratios of 1, 2.5, 5 and 10%. The method is found to provide good results for the full range of system parameters studied, with errors in the predicted frequency of less than 1.5% and errors in the predicted damping ratio, on an average, less than 7%. The new method is intended to take advantage of technology that now exists in advanced low cost, battery operated, stand-alone instrumentation systems, and will be particularly beneficial in studies of large civil structures. A new method for system identification is proposed that is based on fitting the theoretical probability density function (PDF) for the time between zero crossings to a measured distribution of the crossing interval times. Using the theory first developed by Rice, an approximate closed-form expression for the probability density of the time between zero crossings of a linear single-degree-of-freedom system subject to a white noise excitation is obtained. The PDF is a function of the natural frequency and damping ratio of the system, and is accurate for a lightly damped system for time intervals up to the natural period of the system. To estimate the system natural frequency and damping ratio, the PDF is fitted to a histogram of measured crossing interval times, using the Levenberg–Marquardt non-linear least-squares technique. The approach is demonstrated using simulated data for systems with natural frequencies of 0·5, 1·0 and 2·0 Hz and damping ratios of 1, 2·5, 5 and 10%. The method is found to provide good results for the full range of system parameters studied, with errors in the predicted frequency of less than 1·5% and errors in the predicted damping ratio, on an average, less than 7%. The new method is intended to take advantage of technology that now exists in advanced low cost, battery operated, stand-alone instrumentation systems, and will be particularly beneficial in studies of large civil structures. |
| Author | SHENTON, H.W. ZHANG, L. |
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| Cites_doi | 10.1016/0266-8920(89)90022-2 10.1002/j.1538-7305.1945.tb00453.x 10.1109/TIT.1956.1056822 10.1109/TIT.1973.1055016 |
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| Keywords | Level crossing Histogram Probabilistic approach Random excitation Numerical method Vibration test Vibration damping Least squares method White noise System identification Measurement method Advanced technology Non linear effect |
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| References | RICE (RF4) 1945; 24 IMAI, YUN, MARUYAMA, SHINOZUKA (RF1) 1989; 4 BLAKE, LINDSEY (RF3) 1973; 19 MCFADDEN (RF5) 1956; 2 FARRAR, DOEBLING, JAMES, SIMMERMACHER (RF2) 1997 PRESS, TEUKOLSKY, VETTERLING, FLANNERY (RF6) 1992 FARRAR (10.1006/jsvi.1999.3472_RF2) 1997 MCFADDEN (10.1006/jsvi.1999.3472_RF5) 1956; 2 RICE (10.1006/jsvi.1999.3472_RF4) 1945; 24 IMAI (10.1006/jsvi.1999.3472_RF1) 1989; 4 PRESS (10.1006/jsvi.1999.3472_RF6) 1992 BLAKE (10.1006/jsvi.1999.3472_RF3) 1973; 19 |
| References_xml | – year: 1997 ident: RF2 article-title: Structural health monitoring activities at national laboratories publication-title: Proceedings of the International Workshop on Structural Health Monitoring, Stanford University, Stanford, CA – volume: 19 start-page: 295 year: 1973 end-page: 315 ident: RF3 article-title: Level-crossing problems for random processes publication-title: IEEE Transactions on Information Theory – volume: 4 start-page: 162 year: 1989 end-page: 173 ident: RF1 article-title: Fundamentals of system identification in structural dynamics publication-title: Probabilistic Engineering Mechanics – volume: 24 start-page: 46 year: 1945 end-page: 156 ident: RF4 article-title: Mathematical analysis of random noise publication-title: Bell Systems Technology Journal – year: 1992 ident: RF6 publication-title: Numerical Recipes in C: The Art of Scientific Computing – volume: 2 start-page: 146 year: 1956 end-page: 150 ident: RF5 article-title: The axis crossing intervals of random functions publication-title: IEEE Transactions on Information Theory – volume: 4 start-page: 162 year: 1989 ident: 10.1006/jsvi.1999.3472_RF1 article-title: Fundamentals of system identification in structural dynamics publication-title: Probabilistic Engineering Mechanics doi: 10.1016/0266-8920(89)90022-2 – volume: 24 start-page: 46 year: 1945 ident: 10.1006/jsvi.1999.3472_RF4 article-title: Mathematical analysis of random noise publication-title: Bell Systems Technology Journal doi: 10.1002/j.1538-7305.1945.tb00453.x – volume: 2 start-page: 146 year: 1956 ident: 10.1006/jsvi.1999.3472_RF5 article-title: The axis crossing intervals of random functions publication-title: IEEE Transactions on Information Theory doi: 10.1109/TIT.1956.1056822 – year: 1992 ident: 10.1006/jsvi.1999.3472_RF6 – volume: 19 start-page: 295 year: 1973 ident: 10.1006/jsvi.1999.3472_RF3 article-title: Level-crossing problems for random processes publication-title: IEEE Transactions on Information Theory doi: 10.1109/TIT.1973.1055016 – year: 1997 ident: 10.1006/jsvi.1999.3472_RF2 article-title: Structural health monitoring activities at national laboratories publication-title: Proceedings of the International Workshop on Structural Health Monitoring, Stanford University, Stanford, CA |
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| Title | SYSTEM IDENTIFICATION BASED ON THE DISTRIBUTION OF TIME BETWEEN ZERO CROSSINGS |
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