A two-stage damage detection approach based on subset selection and genetic algorithms

Smart Structures and Systems

Volumn 5, Issue 1, 2009, Pages 1-21

  Yun, Gun Jin ^a   Ogorzalek, Kenneth A ^b   Dyke, Shirley J ^c   Song, Wei ^c  

^a University of Akron   (United States)

^b University of Wisconsin Milwaukee   (United States)

^c WASHINGTON UNIVERSITY IN ST LOUIS   (United States)

Author keywords

Damage detection; Genetic algorithms; Structural health monitoring; Subset selection and model updating

Indexed keywords

GENETIC ALGORITHMS; LOCATION; SET THEORY; STRUCTURAL HEALTH MONITORING; UNCERTAINTY ANALYSIS;

DAMAGE PARAMETER; DETECTION APPROACH; DETECTION METHODS; MODEL UPDATING; OPTIMIZATION PROBLEMS; STRUCTURAL SYSTEMS; SUBSET SELECTION; TWO STAGE DAMAGE;

DAMAGE DETECTION;

EID: 56049119173     PISSN: 17381584     EISSN: 17381991     Source Type: Journal    
DOI: 10.12989/sss.2009.5.1.001     Document Type: Article

References (27)

1. Bernal, D. (2002), "Load vectors for damage localization", J. Eng. Mech. ASCE, 128(1) 7-14.
2. Doebling, S. W., Farrar, C. R. and Prime, M. B. (1998), "A summary review of vibration-based damage identification methods", The Shock Vib. Digest, 30(2), 91-105.
3. Duan, Z. D., Yan, G. R., Ou, J. P. and Spencer, B. F. (2007), "Damage detection in ambient vibration using proportional flexibility matrix with incomplete measured DOFs", Struct. Control. Health Monit., 14(2), 186-196.
4. Efroymson, M. A., Multiple Regression Analysis, in Mathematical Methods for Digital Computers. 1960, John Wiley: New York.
5. Fox, R. L. and Kapoop, M. P. (1968), "Rates of change of eigenvalues and eigenvectors", AIAA J., 6(12), 2426-2429.
6. Friswell, M. I. (2007), "Damage identification using inverse methods", Philosophical Transactions of the Royal Society a-Mathematical Physical and Engineering Sciences, 365(1851), 393-410.
7. Friswell, M. I. and Mottershead, J. E. (1995), Finite Element Model Updating in Structural Dynamics. Norwell, MA: Kluwer Academic.
8. Friswell, M. I., Penny, J. E. T. and Garvey, S. D. (1997), "Parameter subset selection in damage location", Inverse Problems in Eng., 5(3), 189-215.
9. Friswell, M. I., Penny, J. E. T. and Garvey, S. D. (1998), "A combined genetic and eigensensitivity algorithm for the location of damage in structures", Comput. Struct., 69(5), 547-556.
10. Giraldo, D., A Structural Health Monitoring Framework for Civil Structures, in Department of Civil Engineering. 2006, Washington University in St. Louis: St. Louis MO.
11. Goldberg, D. E. (1989), Genetic Algorithms in Search Optimization and Machine Learning. New York: Addison-Wesley.
12. Holland, J. H. (1975), Adaptation in Natural and Artificial Systems. Ann Arbor, MI: University of Michigan.
13. Hu, N., Wang, X., Fukunaga, H., Yao, Z. H., Zhang, H. X. and Wu, Z. S. (2001), "Damage assessment of structures using modal test data", Int. J. Solid. Struct., 38(18), 3111-3126.
14. Kim, J. T., Park, J. H., Yoon, H. S. and Yi, J. H. (2007), "Vibration-based damage detection in beams using genetic algorithm", Smart Struct. Syst., 3(3), 263-280.
15. Lallement, G. and Piranda, J. (1990), "Localization methods for parameter updating of finite element models in elastodynamics", 8th International Modal Analysis Conference. Orlando, Florida.
16. Miller, A. J. (1996), "The convergence of Efroymson's stepwise regression algorithm", American Statistician, 50(2), 180-181.
17. Moslem, K. and Nafaspour, R. (2002), "Structural damage detection by genetic algorithms", AIAA J., 40(7), 1395-1401.
18. Mottershead, J. E. and Friswell, M. I. (1993), "Model Updating in structural dynamics: a survey", J. Sound. Vib., 167(2), 347-375.
19. Rao, M. A., Srinivas, J. and Murthy, B. S. N. (2004), "Damage detection in vibrating bodies using genetic algorithms", Comput. Struct., 82(11-12), 963-968.
20. Song, W., Dyke, S. J. and Yun, G. J. (2007a), "FE model updating for structural damage localization and quantification in high-dimension SUM problem", The 6th International Workshop on Structural Health Monitoring. Stanford University.
21. Song, W., Dyke, S. J., Yun, G. J. and Harmon, T. G. (2007b), "Improved damage localization and quantification using subset selection", J. Eng. Mech., ASCE, Submitted in 2007.
22. Syswerda, G. (1991), "A study of reproduction in generational and steady state genetic algorithms", Proceedings of Foundations of Genetic Algorithms Conference. Morgan Kaufmann.
23. Teughels, A., Maeck, J. and De Roeck, G. (2002), "Damage assessment by FE model updating using damage functions", Comput. Struct., 80(25), 1869-1879.
24. Titurus, B., Friswell, M. I. and Starek, L. (2003), "Damage detection using generic elements: Part II. damage detection", Comput. Struct., 81(24-25), 2287-2299.
25. Toksoy, T. and Aktan, A. E. (1994), "Bridge-condition assessment by modal flexibility", Experimental Mech., 34(3), 271-278.
26. Whitley, D. (1989), "The GENITOR algorithm and selection pressure: why rank-based allocation of reproductive trials is best", Proceedings Third International Conference of Genetic Algorithm. San Mateo, CA.
27. Yun, G. J., Ogorzalek, K. A., Dyke, S. J. and Song, W. (2008), "A parameter subset selection method using residual force vector for detecting multiple damage location", Struct. Control. Health Monti., In Press DOI: 10.1002/stc.284.