Skip to main content

Investigation of Using Log-Spectrum Averaging (Cepstral Averaging) for Blind Reconstruction of an Unknown Impact Input Force

  • Conference paper
  • First Online:
Special Topics in Structural Dynamics & Experimental Techniques, Volume 5

Abstract

Consider the case of a mechanical structure being impacted at an arbitrary location by an unknown loading profile (i.e., force–time curve). Then, estimating the unknown impact loading profile (ILP) based on response vibrations is a challenging problem. If the impact location is also unknown, traditional inverse problem approaches (i.e., deconvolution) cannot reconstruct the ILP. This problem is particularly complex when inferring someone’s footstep loading profile by monitoring floor vibrations. Therefore, this preliminary study attempts to overcome the missing input location issue by producing a blind estimate (without knowledge of excitation location point) of the unknown ILP. Producing a blind ILP estimate is appealing since there is no need to know the location of the input force. Additionally, knowledge of the ILP can potentially uncover important information about the excitation source, such as, for example, identifying individuals from their footfall-induced floor vibration. The blind input reconstruction is done using log-spectrum averaging of the structural response at several locations. Our approach investigation is done via a MATLAB simulation, utilizing a Timoshenko finite element (FE) beam model as the virtual mechanical structure. Simulation results encourage further refinement of the approach.

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 219.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 279.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 279.99
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. Winiarski, S., Rutkowska-Kucharska, A.: Estimated ground reaction force in normal and pathological gait. Acta Bioeng. Biomech. 11(1), 53–60 (2009). ISSN 1509-409X

    Google Scholar 

  2. Edwards, M., Xie, X.: Footstep Pressure Signal Analysis for Human Identification, pp. 307–312. IEEE, Piscataway (2014). ISBN 1-4799-5838-7

    Google Scholar 

  3. Orr, R.J., Abowd, G.D.: The smart floor: a mechanism for natural user identification and tracking. pp. 275–276 (2000). https://doi.org/10.1145/633292.633453

  4. Harrigan, H.I., John, J., Reid, S.R.: Review of inverse analysis for indirect measurement of impact force. Appl. Mech. Rev. 54(6), 503–524 (2001). ISSN 0003-6900. https://doi.org/10.1115/1.1420194

    Article  Google Scholar 

  5. Alajlouni, S., Tarazaga, P.: A passive energy-based method for footstep impact localization, using an underfloor accelerometer sensor network with Kalman filtering. J. Vibration Control 26(11–12), 941–951 (2020). ISSN 1077-5463 1741–2986. https://doi.org/10.1177/1077546319890520

  6. Poston, J.D., Michael Buehrer, R., Tarazaga, P.A.: Indoor footstep localization from structural dynamics instrumentation. Mech. Syst. Signal Process. 88, 224–239 (2017). ISSN 0888-3270. http://dx.doi.org/10.1016/j.ymssp.2016.11.023

    Article  Google Scholar 

  7. Drira, S., Reuland, Y., Pai, S.G.S., Noh, H.Y., Smith, I.F.C.: Model-based occupant tracking using slab-vibration measurements. Front. Built Environ. 5(63), (2019). ISSN 2297–3362. https://doi.org/10.3389/fbuil.2019.00063

  8. Bogert, B.P., Healy, M.J.R., Tukey, J.W.: The quefrency alanysis of time series for echoes; Cepstrum, pseudo-autocovariance, cross-cepstrum and saphe cracking. In: Time Series Analysis, pp. 209–243. Wiley, Hoboken (1963)

    Google Scholar 

  9. Oppenheim, A.V.: Superposition in a class of nonlinear systems. Ph.D. Thesis, Massachusetts Institute of Technology Cambridge Research Lab of Electronics (1965). https://apps.dtic.mil/sti/citations/AD0614483

  10. Oppenheim, A.V., Schafer, R.W.: From frequency to quefrency: a history of the cepstrum. IEEE Signal Process. Mag. 21(5), 95–106 (2004). ISSN 1558-0792. https://doi.org/10.1109/MSP.2004.1328092

    Article  Google Scholar 

  11. Randall, R.B.: A history of cepstrum analysis and its application to mechanical problems. Mech. Syst. Signal Process. 97, 3–19 (2017). ISSN 0888-3270. https://doi.org/10.1016/j.ymssp.2016.12.026

    Article  Google Scholar 

  12. Stockham, T.G., Cannon, T.M., Ingebretsen, R.B.: Blind deconvolution through digital signal processing. Proc. IEEE 63(4), 678–692 (1975). ISSN 1558-2256. https://doi.org/10.1109/PROC.1975.9800

    Article  Google Scholar 

  13. Allemang, R.J., Brown, D.L.: Experimental modal analysis and dynamic component synthesis. Volume 1. Summary of Technical Work. Technical Report, Cincinnati Univerdity OH Structural Dynamics Research Lab (1987)

    Google Scholar 

  14. Lines, L.R., Ulrych, T.J.: The old and the new in seismic deconvolution and wavelet estimation*. Geophys. Prospect. 25(3), 512–540 (1977). ISSN 1365-2478. https://doi.org/10.1111/j.1365-2478.1977.tb01185.x

    Article  Google Scholar 

  15. Racic, V., Pavic, A., Brownjohn, J.M.W.: Experimental identification and analytical modelling of human walking forces: literature review. J. Sound Vibration 326(1), 1–49 (2009). ISSN 0022-460X

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sa’ed Alajlouni .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Alajlouni, S., Malladi, V.V.N.S., Ambarkutuk, M. (2023). Investigation of Using Log-Spectrum Averaging (Cepstral Averaging) for Blind Reconstruction of an Unknown Impact Input Force. In: Allen, M., Davaria, S., Davis, R.B. (eds) Special Topics in Structural Dynamics & Experimental Techniques, Volume 5. Conference Proceedings of the Society for Experimental Mechanics Series. Springer, Cham. https://doi.org/10.1007/978-3-031-05405-1_8

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-05405-1_8

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-05404-4

  • Online ISBN: 978-3-031-05405-1

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics