A stochastic model updating technique for complex aerospace structures

Finite Elements in Analysis and Design

Volumn 47, Issue 7, 2011, Pages 739-752

  Goller, B ^a   Broggi, M ^a   Calvi, A ^b   Schueller G I ^a  

^a UNIVERSITY OF INNSBRUCK   (Austria)

^b EUROPEAN SPACE AGENCY   (Netherlands)

Author keywords

Model reduction; Model updating; Model validation; Parallelization; Uncertainty quantification

Indexed keywords

MODEL REDUCTION; MODEL UPDATING; MODEL VALIDATION; PARALLELIZATIONS; UNCERTAINTY QUANTIFICATION;

AEROSPACE INDUSTRY; FINITE ELEMENT METHOD; MEASUREMENT ERRORS; NUMERICAL METHODS; SATELLITE ANTENNAS; SPACECRAFT; UNCERTAINTY ANALYSIS;

STOCHASTIC MODELS;

EID: 79955468510     PISSN: 0168874X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.finel.2011.02.005     Document Type: Article

References (31)

1. European Cooperation for Space Standardization, Space engineering: Modal survey assessment, ECSS-E-ST-32-11C, 2008.
2. The American Institute of Aeronautics and Astronautics, Guide for the verification and validation of computational fluid dynamics simulations, AIAA Standards Series (G-077), 1998.
3. The American Society of Mechanical Engineers, Guide for verification and validation in computational solid mechanics, ASME V&V (10), 2006.
4. D. Göge, and M. Link Assessment of computational model updating procedures with regard to model validation Aerospace Science and Technology 7 2003 47 61
5. A. Calvi, S. Garcia de Paredes, N. Roy, Y. Lefevre, On the development of a stochastic approach for the validation of spacecraft structural dynamic models, in: Proceedings of the European Conference on Spacecraft Structures, Materials and Mechanical Testing (CD-ROM), Toulouse, France, 2002.
6. M. Friswell, and J. Mottershead Finite Element Model Updating in Structural Dynamics 1995 Kluwer Academic Publishers
7. A. Girard, and N. Roy Structural Dynamics in Industry 2008 John Wiley & Sons
8. F. Buffe, Application of updating methods on the finite element model of Picard, in: European Conference on Spacecraft Structures, Materials and Mechanical Testing (ECSSMMT 2009, CD-ROM), Toulouse, France, 2009.
9. D. Göge, and M. Link Results obtained by minimizing natural frequencies and mode shape errors of a beam model Mechanical Systems and Signal Processing 17 1 2003 21 27
10. A. Calvi Uncertainty-based loads analysis for spacecraft: finite element model validation and dynamic responses Computers & Structures 83 14 2005 1103 1112 (Pubitemid 40423310)
11. J. Beck, and L. Katafygiotis Updating models and their uncertainties. I: Bayesian statistical framework Journal of Engineering Mechanics 124 4 1998 455
12. L. Katafygiotis, and J. Beck Updating models and their uncertainties. II: model identifiability Journal of Engineering Mechanics 124 4 1998 463
13. K.-V. Yuen Bayesian Methods for Structural Dynamics and Civil Engineering 2010 John Wiley & Sons
14. J. Ching, and Y.-C. Chen Transitional Markov chain Monte Carlo method for Bayesian updating, model class selection, and model averaging Journal of Engineering Mechanics 133 2007 816 832 (Pubitemid 46995168)
15. R. Ghanem, and R. Kruger Numerical solution of spectral stochastic finite element systems Computer Methods in Applied Mechanics and Engineering 129 1996 289 303 (Pubitemid 126395806)
16. G. Schuëller A state-of-the-art report on computational stochastic mechanics Probabilistic Engineering Mechanics 12 4 1997 197 321 (Pubitemid 127668995)
17. J. Kleijnen, and R. Sargent A methodology for fitting and validating metamodels in simulation European Journal of Operational Research 124 1 2000 14 29
18. D. Rumelhart, J. McClelland, Parallel Distributed Processing, Exploration in the Microstructure of Cognition, vols. 1 and 2, MIT Press, Cambridge, MA, 1986.
19. T. Bayes An essay towards solving a problem in the doctrine of chances Philosophical Transactions of the Royal Society of London 53 1763 370 418
20. E. Jaynes Probability Theory: The Logic of Science 2003 Cambridge University Press
21. M. Vanik, J. Beck, and S.-K. Au Bayesian probabilistic approach to structural health monitoring Journal of Engineering Mechanics 126 2000 738 745
22. N. Metropolis, A. Rosenbluth, M. Rosenbluth, A. Teller, and E. Teller Equations of state calculations by fast computing machines Journal of Chemical Physics 21 6 1953 1087 1092
23. W. Hastings Monte Carlo sampling methods using Markov chains and their applications Biometrika 57 1 1970 97 109
24. B. Goller, A. Calvi, G. Schuëller, Model updating of an antenna reflector using Bayesian statistics, in: European Conference on Spacecraft Structures, Materials and Mechanical Testing (ECSSMMT 2009; CD-ROM), Toulouse, France, EU, 2009.
25. M. Pellissetti Parallel processing in structural reliability Journal of Structural Engineering and Mechanics 32 1 2009 95 126
26. J. Anderson Introduction to Neural Network 1995 MIT Press Cambridge, MA
27. C. Bishop Neural Networks for Pattern Recognition 1995 Oxford University Press
28. S. Nissen, Implementation of a fast artificial neural network library (FANN), Technical Report, Department of Computer Science University of Copenhagen (DIKU), 2003.
29. MSC, Software Corporation, Santa Ana (CA), USA, MSC.NASTRAN, Version 2007.1.0, 2007.
30. The MathWork, Natick (MA), USA, Matlab R2009b, 2009.
31. COSSAN-X, COmputational Stochastic Structural ANalysis, Chair of Engineering Mechanics, University of Innsbruck, Innsbruck, Austria, EU, 2010.