DOI QR코드

DOI QR Code

Determination of optimal accelerometer locations using modal sensitivity for identifying a structure

  • Received : 2007.05.03
  • Accepted : 2007.12.11
  • Published : 2008.09.25

Abstract

A new algorithm is proposed to determine optimal accelerometer locations (OAL) when a structure is identified by frequency domain system identification (SI) method. As a result, a guideline is presented for selecting OAL which can reflect modal response of a structure properly. The guideline is to provide a minimum number of necessary accelerometers with the variation in the number of measurable target modes. To determine OAL for SI applications effectively, the modal sensitivity effective independence distribution vector (MS-EIDV) is developed with the likelihood function of measurements. By maximizing the likelihood of the occurrence of the measurements relative to the predictions, Fisher Information Matrix (FIM) is derived as a function of mode shape sensitivity. This paper also proposes a statistical approach in determining the structural parameters with a presumed parameter error which reflects the epistemic paradox between the determination of OAL and the application of a SI scheme. Numerical simulations have been carried out to examine the proposed OAL algorithm. A two-span multi-girder bridge and a two-span truss bridge were used for the simulation studies. To overcome a rank deficiency frequently occurred in inverting a FIM, the singular value decomposition scheme has been applied.

Keywords

References

  1. Cherng, A. P. (2003), "Optimal sensor placement for modal parameter identification using signal subspace correlation techniques", Mechanical Systems and Signal Processing, Elsevier Science Ltd., 17(2), 361-378. https://doi.org/10.1006/mssp.2001.1400
  2. EI-Borgi, S., Choura, S., Ventura, C., Baccouch, M. and Cherif, F. (2005), "Modal identification and model updating of a reinforced concrete bridge", Smart Struct. Sys., 1(1), 83-101. https://doi.org/10.12989/sss.2005.1.1.083
  3. Fadale, T. D., Nenarokomov, A. V. and Emery, A. F. (1995), "Two approaches to optimal sensor locations", J. Heat Transfer, 117, 373-379. https://doi.org/10.1115/1.2822532
  4. Ge, L. and Soong, T. T. (1998), "Damage identification through regularization method I: theory", J. Eng. Mech., ASCE, 124(1), 103-108. https://doi.org/10.1061/(ASCE)0733-9399(1998)124:1(103)
  5. Goodwin, G. C. and Payne, R. L. (1977), "Dynamic system identification experiment design and data analysis", Academic Press, New York.
  6. Hjelmstad, K. D. and Banan, M. R. (1995), "Time-domain parameter estimation algorithm for structures I: computational aspects", J. Eng. Mech., ASCE, 121(3), 424-434. https://doi.org/10.1061/(ASCE)0733-9399(1995)121:3(424)
  7. Hjelmstad, K. D. and Shin, S. (1996), "Crack identification in a cantilever beam from modal response", J. Sound. Vib., Academic Press Ltd., 198(5), 527-545. https://doi.org/10.1006/jsvi.1996.0587
  8. Huang, C.-H. (2001), "A non-linear inverse vibration problem of estimating the time-dependent stiffness coefficients by conjugate gradient method", Int. J. Numeri. Methods Eng., 50, 1545-1558. https://doi.org/10.1002/nme.83
  9. Jang, J. H., Yeo, I. H., Shin, S. and Chang, S. P. (2002), "Experimental investigation of system-identificationbased damage assessment on structures", J. Struc. Eng., ASCE, 128(5), 673-682. https://doi.org/10.1061/(ASCE)0733-9445(2002)128:5(673)
  10. Jung, D. S., Kim, C. Y., Kim, N. S. and Yoon, J. G. (2002), "Estimation of dynamic characteristics of namhae suspension bridge using ambient vibration test", J. Korean Society of Civil Engineers, KSCE, 22, No. 6-A, 1501-1514.
  11. Kammer, D. C. (1996), "Optimal sensor placement for modal identification using system-realization methods", J. Guidance, AIAA, 19(3), 729-731. https://doi.org/10.2514/3.21688
  12. Kang, J. S., Park, S.-K., Shin, S. and Lee, H. S. (2005), "Structural system identification in time domain using measured acceleration", J. Sound Vib., 288, Issues 1, 215-234. https://doi.org/10.1016/j.jsv.2005.01.041
  13. Kirkegaard, P. H. and Brincker, R. (1994), "On the optimal location of sensors for parametric identification of linear structural systems", Mech. Sys. Signal Proce., 8(6), 639-647. https://doi.org/10.1006/mssp.1994.1045
  14. Kwon, S.-J. (2006), "Determination of optimal accelerometer locations in frequency domain and time domain with verification by SI method", Ph.D. Thesis, Inha University, Incheon, Korea.
  15. Kwon, S.-J., Lee, H. S. and Shin, S. (2006), "Optimal accelerometer locations for structural health monitoring using time-domain system identification", Key Eng. Mater., TTP, 321-323, 273-277. https://doi.org/10.4028/www.scientific.net/KEM.321-323.273
  16. Li, Y. Y. and Yam, L. H. (2001), "Sensitivity analyses of sensor location for vibration control and damage detection of thin-plate systems", J. Sound Vib., Academic Press, 240, Issues 4, 623-636. https://doi.org/10.1006/jsvi.2000.3265
  17. Lee, I.-W. and Jung, G.-H. (1997), "An efficient algebraic method for the computation of natural frequency and mode shape sensitivities-part I. distinct natural frequencies", Comput. Struct., Elsevier Science Ltd., 62(3), 429-435. https://doi.org/10.1016/S0045-7949(96)00206-4
  18. Meo, M. and Zumpano, G. (2005), "On the optimal sensor placement techniques for a bridge structure", Eng. Struct., Elsevier Ltd., 27, Issues 10, 1488-1497. https://doi.org/10.1016/j.engstruct.2005.03.015
  19. O'Connor, J. J. and Robertson, E. F. (2003), MacTutor History of Mathematics, http://www-history.mcs.standrews.ac.uk/ Mathematicians/Fisher.html.
  20. Park, H. W., Shin, S. and Lee, H. S. (2001), "Determination of an optimal regularization factor in system identification with Tikhonov regularization for linear elastic continua", Int. J. Numer. Meth. Engng., 51, 1211-1230. https://doi.org/10.1002/nme.219
  21. Penny, J. E. T., Friswell, M. I. and Garvey, S. D. (1994), "Automatic choice of measurement locations for dynamic testing", AIAA J., 32(2), 407-414. https://doi.org/10.2514/3.11998
  22. Press, W. H., Flannery, B. P., Teukolsky, S. A. and Vetterling, W. T. (1989), Numerical Recipes, Cambridge University Press, Cambridge.
  23. Tongco, E. and Meldrum, D. (1996), "Optimal sensor placement of large flexible space structures", J. Guidance, Control, Dyn., 19(4), 961-963. https://doi.org/10.2514/3.21725
  24. Udwadia, F. E. (1994), "Methodology for optimum sensor locations for parameter identification in dynamic systems", J. Eng. Mech. ASCE, 120(2), 368-390. https://doi.org/10.1061/(ASCE)0733-9399(1994)120:2(368)
  25. Vestouni, F. and Capecchi, D. (2000), "Damage detection in beam structures based on frequency measurements", J. Eng. Mech., ASCE, 126(7), 761-768. https://doi.org/10.1061/(ASCE)0733-9399(2000)126:7(761)

Cited by

  1. Robustness of optimal sensor placement under parametric uncertainty vol.41, pp.1-2, 2013, https://doi.org/10.1016/j.ymssp.2013.06.022
  2. Locating the damaged storey of a building using distance measures of low-order AR models vol.6, pp.9, 2008, https://doi.org/10.12989/sss.2010.6.9.991