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Co-evolutionary algorithm for structural damage identification using minimal physical testing

Publication ,  Journal Article
Kouchmeshky, B; Aquino, W; Bongard, JC; Lipson, H
Published in: International Journal for Numerical Methods in Engineering
January 29, 2007

The problem of damage identification using minimum test data is studied in this work. Data sparsity in damage identification applications commonly results in inverse problems that are mathematically ill-posed (e.g. non-unique solutions). Although solution non-uniqueness may be addressed by performing multiple tests on a structure, it is not trivial to decide which tests to carry out given that actual physical testing is costly. This problem is addressed in this work through a new co-evolutionary algorithm that interactively searches for damage scenarios and optimum physical tests. The algorithm is composed of two stages: the estimation phase, which searches for damage scenarios that can predict current physical tests, and the exploration phase, which searches for tests that increase the level of information about the damaged system. The feasibility of the methodology is demonstrated using numerical examples. Copyright © 2006 John Wiley & Sons, Ltd.

Duke Scholars

Published In

International Journal for Numerical Methods in Engineering

DOI

EISSN

1097-0207

ISSN

0029-5981

Publication Date

January 29, 2007

Volume

69

Issue

5

Start / End Page

1085 / 1107

Related Subject Headings

  • Applied Mathematics
  • 40 Engineering
  • 09 Engineering
 

Citation

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Kouchmeshky, B., Aquino, W., Bongard, J. C., & Lipson, H. (2007). Co-evolutionary algorithm for structural damage identification using minimal physical testing. International Journal for Numerical Methods in Engineering, 69(5), 1085–1107. https://doi.org/10.1002/nme.1803
Kouchmeshky, B., W. Aquino, J. C. Bongard, and H. Lipson. “Co-evolutionary algorithm for structural damage identification using minimal physical testing.” International Journal for Numerical Methods in Engineering 69, no. 5 (January 29, 2007): 1085–1107. https://doi.org/10.1002/nme.1803.
Kouchmeshky B, Aquino W, Bongard JC, Lipson H. Co-evolutionary algorithm for structural damage identification using minimal physical testing. International Journal for Numerical Methods in Engineering. 2007 Jan 29;69(5):1085–107.
Kouchmeshky, B., et al. “Co-evolutionary algorithm for structural damage identification using minimal physical testing.” International Journal for Numerical Methods in Engineering, vol. 69, no. 5, Jan. 2007, pp. 1085–107. Scopus, doi:10.1002/nme.1803.
Kouchmeshky B, Aquino W, Bongard JC, Lipson H. Co-evolutionary algorithm for structural damage identification using minimal physical testing. International Journal for Numerical Methods in Engineering. 2007 Jan 29;69(5):1085–1107.
Journal cover image

Published In

International Journal for Numerical Methods in Engineering

DOI

EISSN

1097-0207

ISSN

0029-5981

Publication Date

January 29, 2007

Volume

69

Issue

5

Start / End Page

1085 / 1107

Related Subject Headings

  • Applied Mathematics
  • 40 Engineering
  • 09 Engineering