Actas de congresos
Improved Subspace-based Method Applied To Structural Damage Detection
Registro en:
9783902823090
Ifac Proceedings Volumes (ifac-papersonline). , v. 8, n. PART 1, p. 72 - 77, 2012.
14746670
10.3182/20120829-3-MX-2028.00046
2-s2.0-84867063837
Autor
Inocente-Junior N.R.
Nobrega E.G.O.
Mechbal N.
Institución
Resumen
Precise and automatic identification of structural properties is a vital step toward detection and localization of damage in structures. However, even simple structures may present a complex dynamical behavior, and a large number of poles for a given frequency interval. This complexity leads often to numerical problems, like spurious modes in the identified model. In this article it is proposed a novel frequency-windowed subspace identification method, suitable to perform reduced-order identification, using band-limited excitation. The proposed methodology is employed to identify natural frequencies and damage detection of an experimental bench. Experimental results show its effectiveness to improve model identification. It is also shown that the frequency-windowing subspace identification is able to enhance damage detection, by generating more accurate damage indexes. © 2012 IFAC. 8 PART 1 72 77 Int. Fed. Autom. Control Tech. Comm. Fault Detect.,,Superv. Saf. Tech. Process.,IFAC Tech. Comm. Model., Identif. Signal Process. (TC 1.1),IFAC Technical Committee on Mechatronic Systems (TC 4.2),IFAC Technical Committee on Chemical Process,Control (TC 6.1) Balageas, D., Fritzen, C.P., Güemes, A., (2006) Structural Health Monitoring, 496p. , London: ISTE, 2006 Basseville, M., Benveniste, A., Goursat, M., Hermans, L., Mevel, L., Van Der Auwerauer, H., Output-only subspace-based structural identification: From theory to industrial testing (2001) Transactions of ASME, 123, pp. 668-676 Basseville, M., Mevel, L., Goursat, M., Statistical model-based damage detection and localization: Subspace-based residuals and damage-to-noise sensitivity ratios (2004) Journal of Sound and Vibration, 275, pp. 769-794 Chang, F.-K., Structural health monitoring: Condition-based maintenance (2011) Proceedings of 8 th International Workshop on Structural Health Monitoring, , Stanford, USA Ewins, D.J., (2000) Modal Testing: Theory, Practice and Application, , Research Studies Press ltd, Philadelphia Fritzen, C.P., Kraemer, P., Self-diagnosis of smart structures based on dynamical properties (2009) Mechanical Systems and Signal Processing, 23, pp. 1830-1845 Inocente-Junior, N.R., Nóbrega, E.G.O., Mechbal, N., Realtime structural health monitoring using parity residue analysis (2009) International Congress of Mechanical Engineering, , Gramado, RS, Brasil Juang, J.-N., (1994) Applied System Identification, , Prentice Hall, New Jersey Katayama, T., (2005) Subspace Methods for System Identification: A Realization Approach, , (Communications and control engineering). Springer-Verlag, London McKelvey, T., Akçay, H., Ljung, L., Subspace-based multivariable system identification from frequency response data (1996) IEEE Trans on Automatic Control, 41, pp. 960-978 Mercère, G., Lecoeuche, S., Lovera, M., Recursive subspace identification based on instrumental variable unconstrained quadratic optimization (2004) Int J Adapt Control Signal Process, 18 (9-10), pp. 771-797 Peeters, B., De Roeck, G., Reference-based stochastic subspace identification for output-only modal analysis (1999) Mech Sys Sig Proc, 13 (6), pp. 855-878 Saeed, K., Mechbal, N., Coffignal, G., Vergé, M., Subspace-based damage localization using artificial neural network 18th mediterranean conference on control and automation (2010) MED'10 - Conference Proceedings, pp. 563-568 Sohn, H., Farrar, C.R., Hemez, F.M., Czarnecki, J.J., Shunk, D.D., Stinemates, D.W., Nadler, B.R.A., Review of structural health monitoring literature: 1996-2001 (2003) Los Alamos National Laboratory Report, LA-13976-MS Su, Z.Q., Ye, L., (2009) Identification of Damage Using Lamb Waves, , Springer Van Der Auweraer, H., Leurs, W., Mas, P., Hermans, L., Modal parameter estimation from inconsistent data sets (2000) Proc Int Modal Van Overschee, P., De Moor, B., (1996) Subspace Identification for Linear Systems, , Kluwer Academic Press, Boston Worden, K., Dulieu-Barton, J.M., An overview of intelligent fault detection in systems and structures (2004) Structural Health Monitoring, 3 (1), pp. 85-98 Worden, K., Farrar, C.R., Manson, G., Park, G., The fundamental axioms of structural health monitoring (2007) Proc. R. Soc. A, 463, pp. 1639-1664