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 inJournal of sound and vibration Vol. 243; no. 4; pp. 577 - 589
Main Authors SHENTON, H.W., ZHANG, L.
Format Journal Article
LanguageEnglish
Published London Elsevier Ltd 14.06.2001
Elsevier
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ISSN0022-460X
1095-8568
DOI10.1006/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.
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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10.1109/TIT.1956.1056822
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Issue 4
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
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SubjectTerms Applied sciences
Buildings. Public works
Exact sciences and technology
Fundamental areas of phenomenology (including applications)
Measurement and testing methods
Measurement methods and techniques in continuum mechanics of solids
Measurements. Technique of testing
Physics
Solid mechanics
Structural and continuum mechanics
Title SYSTEM IDENTIFICATION BASED ON THE DISTRIBUTION OF TIME BETWEEN ZERO CROSSINGS
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