Skip to main content

Nonlinear Identification of a Seven-Story Shear Wall Building Based on Numerically Simulated Seismic Data

  • Conference paper
  • First Online:
Dynamics of Civil Structures, Volume 4

Abstract

This study is focused on evaluating the performance of different approaches for nonlinear finite element (FE) model calibration of a seven-story shear wall structure based on its response during an earthquake. The seismic response of the structure is simulated numerically using a refined FE model of a specimen that was tested on the UCSD-NEES shake table in 2006. A simplified FE model of the structure with fewer modeling parameters is calibrated to match the ‘measured’ data. In this model, nonlinearity is defined by hysteretic models at fiber elements to represent the behavior of reinforced concrete walls. Calibration is performed by minimizing different types of residuals between measured/identified and model predicted response features (correlation features). Three types of correlation features used in this study consist of (1) time-varying modal parameters identified at different amplitudes of response, (2) response time-histories such as displacement and acceleration, and (3) a combination of response time histories and modal parameters. Accuracy of the updated models is studied by comparing the frequency and time responses of the calibrated models and the exact ones. The updated models are further simplified in the form of state-space nonlinear models suitable for real-time system identification. The parameters of the state-space models are finally identified by means of the Unscented Kalman filter (UKF).

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Mottershead JE, Friswel MI (1993) Model updating in structural dynamics: a survey. J Sound Vib 167:347–375

    Article  MATH  Google Scholar 

  2. Teughels A, De Roeck G (2005) Damage detection and parameter identification by finite element model updating. Arch Comput Methods Eng 12(2):123–164

    Article  MATH  Google Scholar 

  3. Moaveni B, He X, Conte JP, De Callafon RA (2008) Damage identification of a composite beam using finite element model updating. J Comput Aided Civil Infrastruct Eng 23(5):339–359

    Article  Google Scholar 

  4. Moaveni B, He X, Conte JP, Restrepo JI (2010) Damage identification study of a seven-story full-scale building slice tested on the UCSD-NEES shake table. Struct Saf 32(5):347–356

    Article  Google Scholar 

  5. Hemez FM, Doebling SW (2001) Review and assessment of model updating for non-linear transient dynamics. Mech Syst Signal Process 15:45–74 (Introduction Section 3; Sections 3.4, 3.7, 7.4, 8)

    Article  Google Scholar 

  6. Jayakumar P (1987) Modeling and identification in structural dynamics. PhD thesis, Report EERL 87-01, Caltech, Pasadena, pp 146–149

    Google Scholar 

  7. Cifuentes AO (1984) System identification of hysteretic structures. Technical report EERL 84-04, Caltech, Pasadena

    Google Scholar 

  8. Distefano N, Rath A (1975) System identification in nonlinear structural seismic dynamics. Comput Methods Appl Mech Eng 5(3):353–372

    Article  MATH  Google Scholar 

  9. Hoshiya M, Saito E (1984) Structural identification by extended Kalman filter. J Eng Mech 110(12):1757–1770

    Article  Google Scholar 

  10. Lin JS, Zhang Y (1994) Nonlinear structural identification using extended Kalman filter. Comput Struct 52(4):757–764

    Article  MATH  Google Scholar 

  11. Wu M, Smyth AW (2007) Application of unscented Kalman filter for real-time nonlinear structural system identification. J Struct Control Health Monit. Published online in Wiley InterScience, doi:10.1002/stc.186

  12. Mariani S, Ghisi A (2007) Unscented Kalman filtering for nonlinear structural dynamics. Nonlinear Dyn 49:131–150

    Article  MATH  Google Scholar 

  13. Chatzi E, Smyth A (2009) The unscented Kalman filter and particle filter methods for nonlinear structural system identification with non-collocated heterogeneous sensing. Struct Control Health Monit 16:99–123

    Article  Google Scholar 

  14. Moaveni B, Asgarieh E (2012) Deterministic–stochastic subspace identification method for identification of nonlinear structures as time-varying linear systems. Mech Syst Signal Process 31:40–55

    Article  Google Scholar 

  15. Asgarieh E, Moaveni B, Stavridis A (2012) Nonlinear structural identification of a three-story infilled frame using instantaneous modal parameters. In: Proceedings of 30th international modal analysis conference (IMAC-XXX), Jacksonville

    Google Scholar 

  16. Asgarieh E, Moaveni B, Stavridis A (2013) Nonlinear finite element model updating of a large-scale infilled frame structure based on instantaneous modal parameters. In: Proceedings of 31st international modal analysis conference (IMAC-XXXI), Garden Grove

    Google Scholar 

  17. Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimization by simulated annealing. Science 220(4598):671–680

    Article  MATH  MathSciNet  Google Scholar 

  18. Miller BL, Goldberg DE (1995) Genetic algorithms, tournament selection, and the effects of noise. Complex Syst 9:193–212

    MathSciNet  Google Scholar 

  19. Panagiotou M, Restrepo J, Conte J (2011) Shake-table test of a full-scale 7-story building slice, phase I: rectangular wall. J Struct Eng 137(6):691–704

    Article  Google Scholar 

  20. Mazzoni S, Scott MH, McKenna F, Fenves GL et al (2006) Open system for earthquake engineering simulation – user manual (version 1.7.3). Pacific Earthquake Engineering Research Center, University of California, Berkeley

    Google Scholar 

  21. Filippou F, Popov E, Bertero V (1983) Modeling of reinforced concrete joints under cyclic excitations. J Struct Eng 109(11):2666–2684

    Article  Google Scholar 

  22. Popovics S (1973) A numerical approach to the complete stress strain curve for concrete. Cem Concr Res 3(5):583–599

    Article  Google Scholar 

  23. Kent DC, Park R (1971) Flexural members with confined concrete. J Struct Div-ASCE 97(ST7):1969–1990

    Google Scholar 

  24. Yassin MHM (1994) Nonlinear analysis of prestressed concrete structures under monotonic and cycling loads. PhD dissertation, University of California, Berkeley

    Google Scholar 

  25. Wen YK (1976) Method for random vibration of hysteretic systems. J Eng Mech ASCE 102(2):249–263

    Google Scholar 

  26. Ismail M, Ikhouane F, Rodellar J (2009) The hysteresis Bouc–Wen model, a survey. Arch Comput Methods Eng 16:161–88

    Article  MATH  Google Scholar 

  27. Chatzi EN, Smyth AW, Masri SF (2010) Experimental application of on-line parametric identification for nonlinear hysteretic systems with model uncertainty. J Struct Saf Struct Saf 32(5):326–337

    Article  Google Scholar 

Download references

Acknowledgements

Partial support of this project by the National Science Foundation Grant No. 1254338 which was awarded under the Faculty Early Career Development (CAREER) program is acknowledged. The opinions, findings, and conclusions expressed in the paper are those of the authors and do not necessarily reflect the views of the individuals and organizations involved in this project.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Babak Moaveni .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 The Society for Experimental Mechanics, Inc.

About this paper

Cite this paper

Asgarieh, E., Moaveni, B., Nozari, A., Barbosa, A.R., Chatzi, E. (2014). Nonlinear Identification of a Seven-Story Shear Wall Building Based on Numerically Simulated Seismic Data. In: Catbas, F. (eds) Dynamics of Civil Structures, Volume 4. Conference Proceedings of the Society for Experimental Mechanics Series. Springer, Cham. https://doi.org/10.1007/978-3-319-04546-7_28

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-04546-7_28

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-04545-0

  • Online ISBN: 978-3-319-04546-7

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics