Efficient Characterization of Structural Dynamic Responses under Uncertainties: from Order-Reduced Simulation to Data-Driven Emulation
作者： Zeping Xia
DOI:
关键词: Engineering 、 Flexibility (engineering) 、 Uncertainty analysis 、 Monte Carlo method 、 Emulation 、 Residual 、 Control theory 、 Control engineering 、 Component (UML) 、 Data-driven 、 Mode (statistics)
摘要: v Chapter 1: Introduction 1 1.1 Modeling of structural dynamics and uncertainties 1.2 Order reduction simulation: CMS 3 1.3 Data-driven emulation: GPR 4 1.4 Goals structure this thesis 6 2: Component Mode Synthesis 9 2.1 A brief overview 2.2 The general formula residual flexibility mode 10 2.3 Assembly substructures with modes 14 2.4 Numerical validation application to Monte Carlo sampling 15 3: Gaussian Process Regression 20 3.
uconn.edu参考文章(38)
D. V. Lindley, A. F. M. Smith, Bayes Estimates for the Linear Model Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 34, pp. 1- 18 ,(1972) , 10.1111/J.2517-6161.1972.TB00885.X
Radford M. Neal, Regression and Classification Using Gaussian Process Priors ,(2009)
Roy R. Craig, Substructure coupling for dynamic analysis and testing ,(1977)
E. T. Jaynes, Probability theory : the logic of science The Mathematical Intelligencer. ,vol. 27, pp. 83- 83 ,(2003) , 10.1017/CBO9780511790423
B.H.Thacker, S.W.Doebling, F.M.Hemez, M.C. Anderson, J.E. Pepin, E.A. Rodriguez, Concepts of Model Verification and Validation Other Information: PBD: 30 Oct 2004. ,(2004) , 10.2172/835920
Christopher K I Williams, Carl Edward Rasmussen, Gaussian Processes for Machine Learning ,(2005)
Quang Hung Tran, Morvan Ouisse, Noureddine Bouhaddi, A robust component mode synthesis method for stochastic damped vibroacoustics Mechanical Systems and Signal Processing. ,vol. 24, pp. 164- 181 ,(2010) , 10.1016/J.YMSSP.2009.06.016
D. Huang, T. T. Allen, W. I. Notz, R. A. Miller, Sequential kriging optimization using multiple-fidelity evaluations Structural and Multidisciplinary Optimization. ,vol. 32, pp. 369- 382 ,(2006) , 10.1007/S00158-005-0587-0
Marc C. Kennedy, Anthony O'Hagan, Bayesian Calibration of computer models Journal of The Royal Statistical Society Series B-statistical Methodology. ,vol. 63, pp. 425- 464 ,(2001) , 10.1111/1467-9868.00294
Matthew S. Allen, Randall L. Mayes, Elizabeth J. Bergman, Experimental modal substructuring to couple and uncouple substructures with flexible fixtures and multi-point connections Journal of Sound and Vibration. ,vol. 329, pp. 4891- 4906 ,(2010) , 10.1016/J.JSV.2010.06.007