A two-level neural network approach for dynamic FE model updating including damping

Journal of Sound and Vibration

Volumn 275, Issue 3-5, 2004, Pages 931-952

  Lu, Yong ^a   Tu, Zhenguo ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; ARTIFICIAL INTELLIGENCE; DAMPING; ENERGY DISSIPATION; FINITE ELEMENT METHOD; ITERATIVE METHODS; MATHEMATICAL MODELS; MULTILAYER NEURAL NETWORKS; PARAMETER ESTIMATION; SENSITIVITY ANALYSIS; STIFFNESS; STRUCTURAL ANALYSIS; VIBRATION CONTROL;

ANTIRESONANCE FREQUENCIES; FREQUENCY RESPONSE FUNCTIONS (FRF); NOISE RESISTANCE; TWO-LEVEL NEURAL NETWORK APPROACH;

ACOUSTIC WAVES;

EID: 3042608373     PISSN: 0022460X     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0022-460X(03)00796-X     Document Type: Article

References (20)

1. Friswell M.I., Mottershead J.E. Finite Element Model Updating in Structural Dynamics. 1995;Kluwer Academic Publishers, Dordrecht, The Netherlands.
2. Mottershead J.E., Friswell M.I. Model updating in structural dynamics. a survey Journal of Sound and Vibration. 167(2):1993;347-375.
3. Mottershead J.E., Mares C. Selection and updating of parameters for an aluminium space-frame model. Mechanical Systems and Signal Processing. 14(6):2000;923-944.
4. K.W. Jones, Finite Element Model Updating using Antiresonance Frequencies, MS Thesis, AFIT/GA/ENY/00-M08, Air Force Institute of Technology (AU), Wright-Patterson AFB, Dayton, OH, 2000.
5. Wu S., Ghaboussi J., Garrett J.H. Jr. Use of neural networks in detection of structural damage. Computers & Structures. 42(4):1992;649-659.
6. Szewezyk P., Hajela P. Damage detection in structures based on feature-sensitive neural networks. Journal of Computers in Civil Engineering, Transactions of American Society of Civil Engineering. 8(2):1994;163-178.
7. Masri S.F., Nakamura M., Chassiakos A.G., Caughey T.K. Neural network approach to detection of changes in structural parameter. Journal of Engineering Mechanics. 122(4):1996;350-360.
8. Yun C.B., Yi J.H., Bahng E.Y. Joint damage assessment of framed structures using a neural networks technique. Engineering Structures. 23:2001;425-435.
9. S.A. Harp, T. Samad, A. Guha, Designing application-specific neural networks using the genetic algorithm, Proceedings of the IEEE Conference on Neural Information Processing Systems, Denver, CO, 1989, Vol. 2, Morgan Kaufmann, San Mateo, CA, 1990, pp. 447-454.
10. N. Funabiki, J. Kitamichi, S. Nishikawa, Evolutionary neural network algorithm for max cut problems, Proceedings of the 1007 IEEE International Conference on Neural Networks, Part 2, IEEE Press, Piscataway, NJ, USA, 1997, pp. 1260-1265.
11. Funahashi K.-I. On the approximate realization of continuous mappings by neural networks. Neural Networks. 2(3):1989;183-192.
12. Hartman E.J., Keeler J.D., Kowalski J.M. Layered neural networks with Gaussian hidden units as universal approximations. Neural Computation. 2(2):1990;210-215.
13. Peyt M. Introduction to Finite Element Analysis. 1990;Cambridge University Press, New York.
14. G. Lallement, S. Cogan, Reconciliation between measured and calculated dynamic behaviors: enlargement of knowledge space, Proceedings of the 10th IMAC Conference, San Diego, CA, 1992, pp. 487-493.
15. J.E. Mottershead, On the zeros of structural frequency response functions and their application to model assessment and updating, Proceedings of the 16th International Modal Analysis Conference, Santa Barbara, CA, 1998, pp. 500-503.
16. He J., Li Y.-Q. Relocation of anti-resonances of a vibratory system by local structural changes. The International Journal of Analytical and Experimental Modal Analysis. 10(4):1995;224-235.
17. Bathe K-J. Finite Element Procedures. 1996;Prentice-Hall, Inc. Englewood Cliffs, NJ.
18. M.J. Atalla, Model Updating Using Neural Networks, Ph.D. Dissertation, Virginia Polytechnic Institute and State University, 1996.
19. Atalla M.J., Inman D.J. On model updating using neural networks. Mechanical Systems and Signal Processing. 12(1):1998;135-161.
20. Vapnik V.N., Chervonenkis A.Y.A. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications. 16(2):1971;264-280.