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Vibration-based damage assessment using local attractor variance

Publication ,  Journal Article
Nichols, JM; Todd, MD; Virgin, LN; Pecora, LM
Published in: Proceedings of SPIE - The International Society for Optical Engineering
July 30, 2001

Recently proposed methodologies in the field of vibration-based structural health monitoring have focused on the incorporation of statistical-based analysis. The structure in question is dynamically excited, some feature is identified for extraction from a measured data set, and that feature is classified as coming from a damaged or undamaged structure by means of some statistical approach. Perhaps the most important aspect of this new paradigm is the selection of a "feature" which accurately details the appearance, and possibly the location and scope, of the damage. In this paper we propose a feature derived from the field of nonlinear time-series analysis. Specifically, system response is classified according to the geometry of its dynamical attractor. Emphasis is placed on the use of chaos for the purposes of system interrogation. The deterministic nature of chaos ensures that the dynamics are restricted to finite, often low-dimensional, attractors. By analyzing the ratio of local variance of the driving attractor to that of the response attractor, subtle geometric changes, and hence damage, are identified. Results are presented for a linear 8-D.O.F system subject to chaotic forcing. Comparisons are then drawn with some of the more familiar modal methods. The indication is that this particular statistic represents one of a potentially large class of features which may prove useful in the field of structural health monitoring. © 2001 SPIE - The International Society for Optical Engineering.

Duke Scholars

Published In

Proceedings of SPIE - The International Society for Optical Engineering

DOI

ISSN

0277-786X

Publication Date

July 30, 2001

Volume

4330

Issue

1

Start / End Page

128 / 136

Related Subject Headings

  • 5102 Atomic, molecular and optical physics
  • 4009 Electronics, sensors and digital hardware
  • 4006 Communications engineering
 

Citation

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Nichols, J. M., Todd, M. D., Virgin, L. N., & Pecora, L. M. (2001). Vibration-based damage assessment using local attractor variance. Proceedings of SPIE - The International Society for Optical Engineering, 4330(1), 128–136. https://doi.org/10.1117/12.434112
Nichols, J. M., M. D. Todd, L. N. Virgin, and L. M. Pecora. “Vibration-based damage assessment using local attractor variance.” Proceedings of SPIE - The International Society for Optical Engineering 4330, no. 1 (July 30, 2001): 128–36. https://doi.org/10.1117/12.434112.
Nichols JM, Todd MD, Virgin LN, Pecora LM. Vibration-based damage assessment using local attractor variance. Proceedings of SPIE - The International Society for Optical Engineering. 2001 Jul 30;4330(1):128–36.
Nichols, J. M., et al. “Vibration-based damage assessment using local attractor variance.” Proceedings of SPIE - The International Society for Optical Engineering, vol. 4330, no. 1, July 2001, pp. 128–36. Scopus, doi:10.1117/12.434112.
Nichols JM, Todd MD, Virgin LN, Pecora LM. Vibration-based damage assessment using local attractor variance. Proceedings of SPIE - The International Society for Optical Engineering. 2001 Jul 30;4330(1):128–136.

Published In

Proceedings of SPIE - The International Society for Optical Engineering

DOI

ISSN

0277-786X

Publication Date

July 30, 2001

Volume

4330

Issue

1

Start / End Page

128 / 136

Related Subject Headings

  • 5102 Atomic, molecular and optical physics
  • 4009 Electronics, sensors and digital hardware
  • 4006 Communications engineering