Bayesian probabilistic approach to structural health monitoring

Journal of Engineering Mechanics

Volumn 126, Issue 7, 2000, Pages 738-745

  Vanik, M W ^a   Beck, J L ^b   Au, S K ^b  

^a AEROSPACE CORPORATION   (United States)

^b California Institute of Technology   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

FAILURE ANALYSIS; MATHEMATICAL MODELS; MODAL ANALYSIS; PARAMETER ESTIMATION; PROBABILITY; STIFFNESS;

BAYESIAN PROBABILISTIC METHOD; STRUCTURAL DAMAGE DETECTION; STRUCTURAL HEALTH MONITORING;

STRUCTURAL ANALYSIS;

EID: 0033701961     PISSN: 07339399     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9399(2000)126:7(738)     Document Type: Article

References (26)

1. Aktan, A. E., Farhey, D. N., Helmicki, A. J., Brown, D. L., Hunt, V. J., Lee, K.-L., and Levi, A. (1997). "Structural identification for condition assessment: experimental arts." J. Struct. Engrg., ASCE, 123(12), 1674-1684.
2. Beck, J. L. (1989). "Statistical system identification of structures." Proc., 5th Int. Conf. on Struct. Safety and Reliability, ASCE, New York, 1395-1402.
3. Beck, J. L. (1996). "System identification methods applied to measured seismic response." Proc., 11th World Conf. on Earthquake Engrg., Elsevier, Amsterdam.
4. Beck, J. L., and Katafygiotis, L. S. (1992). "Probabilistic system identification and health monitoring of structures." Proc., 10th World Conf. on Earthquake Engrg., Balkema, Rotterdam, The Netherlands.
5. Beck, J. L., and Katafygiotis, L. S. (1998). "Updating models and their uncertainties. I: Bayesian statistical framework." J. Engrg. Mech., ASCE, 124(4), 455-461.
6. Beck, J. L., May, B. S., and Polidori, D. C. (1994a). "Determination of modal parameters from ambient vibration data for structural health monitoring." Proc., 1st World Conf. on Struct. Control, International Association for Structural Control, Los Angeles, TA3:3-12.
7. Beck, J. L., Vanik, M. W., and Katafygiotis, L. S. (1994b). "Determination of stiffness changes from modal parameter changes for structural health monitoring." Proc., 1st World Conf. on Struct. Control, International Association for Structural Control, Los Angeles, TA3:13-22.
8. Capecchi, D., and Vestroni, F. (1999). "Monitoring of structural systems by using frequency data." Earthquake Engrg. and Struct. Dyn., 28, 447-461.
9. Cox, R. T. (1961). The algebra of probable inference, Johns Hopkins Press, Baltimore.
10. Doebling, S. W., Farrar, C. R., Prime, M. B., and Shevitz, D. W. (1996). "Damage identification and health monitoring of structural and mechanical systems from changes in their vibrations characteristics: a literature review." Tech. Rep. LA-13070-MS, Los Alamos National Laboratory, Los Alamos, N.M.
11. Fares, N., and Maloof, R. (1997). "A probabilistic framework for detecting and identifying anomalies." Probabilistic Engrg. Mech., 12(2), 63-73.
12. Jaynes, E. T. (1978). "Where do we stand on maximum entropy?" The maximum entropy formalism, R. D. Levine and M. Tribus, eds., MIT Press, Cambridge, Mass.
13. Katafygiotis, L. S., and Beck, J. L. (1998). "Updating models and their uncertainties. II: Model identifiability." J. Engrg. Mech., ASCE, 124(4), 463-467.
14. Katafygiotis, L. S., and Lam, H. F. (1998). "A probabilistic framework for structural health monitoring." Proc., 12th Engrg. Mech. Conf., ASCE, New York, 1379-1382.
15. Katafygiotis, L. S., Papadimitriou, C., and Lam, H. S. (1998). "A probabilistic approach to structural model updating." Soil Dyn. and Earthquake Engrg., 17(7-8), 495-507.
16. Katafygiotis, L. S., and Yuen, K. V. (2000). "Bayesian spectral density approach for modal updating using ambient data." J. Earthquake Engrg. and Struct. Dyn., in press.
17. Kim, J. T., and Stubbs, N. (1995). "Model-uncertainty impact and damage-detection accuracy in plate girder." J. Struct. Engrg., ASCE, 121(10), 1409-1417.
18. Mottershead, J. E., and Friswell, M. I. (1993). "Model updating in structural dynamics: a survey." J. Sound and Vibration, 167(2), 347-375.
19. Natke, H. G., and J. Yao, eds. (1988). Structural safety evaluation based on system identification approaches, Vieweg-Verlag, Wiesbaden, Germany.
20. Papadimitriou, C., Beck, J. L., and Katafygiotis, L. S. (1997). "Asymptotic expansions for reliability and moments of uncertain systems." J. Engrg. Mech., ASCE, 123(12), 1219-1229.
21. Sanayei, M., Doebling, S. W., Farrar, C. R., and Wadis-Fascetti, S. (1998). "Challenges in parameter estimation for condition assessment of structures." Proc. Struct. Engrg. World Congress, Elsevier Science, New York.
22. Sanayei, M., McClain, J. A. S., Wadia-Fascetti, S., and Santini, E. M. (1999). "Parameter estimation incorporating modal data and boundary conditions." J. Struct. Engrg., ASCE. 125(9), 1048-1055.
23. Sohn, H., and Law, H. (1997). "A Bayesian probabilistic approach for structure damage detection." Earthquake Engrg. and Struct. Dyn., 26, 1259-1281.
24. Vanik, M. W. (1997). "A Bayesian probabilistic approach to structural health monitoring." PhD thesis, California Institute of Technology, Pasadena, Calif.
25. Werner, S. D., Beck, J. L., and Levine, M. B. (1987). "Seismic response evaluation of Meloland Road Overpass using 1979 Imperial Valley earthquake records." Earthquake Engrg. and Struct. Dyn., 15, 249-274.
26. Yuen, K. V., and Katafygiotis, L. S. (2000). "Bayesian modal updating using complete input and incomplete response noisy measurements." J. Engrg. Mech., ASCE, in press.