Support-vector-machine-based reduced-order model for limit cycle oscillation prediction of nonlinear aeroelastic system

Mathematical Problems in Engineering

Volumn 2012, Issue , 2012, Pages

  Chen, Gang ^a   Zuo, Yingtao ^b   Sun, Jian ^a   Li, Yueming ^a  

^a XI'AN JIAOTONG UNIVERSITY   (China)

^b NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

AEROELASTIC EFFECTS; AEROELASTIC SYSTEM; EIGEN MODES; FLIGHT SIMULATION; FLOW PARAMETERS; LIMIT CYCLE OSCILLATION (LCO); NONLINEAR AEROELASTIC SYSTEM; NONLINEAR UNSTEADY AERODYNAMICS; REDUCED ORDER MODELS;

AIRFOILS; FLIGHT SIMULATORS; SUPPORT VECTOR MACHINES;

AEROELASTICITY;

EID: 84863241349     PISSN: 1024123X     EISSN: 15635147     Source Type: Journal    
DOI: 10.1155/2012/152123     Document Type: Article

References (32)

1. Lucia D. J., Beran P. S., Silva W. A., Reduced-order modeling: new approaches for computational physics Progress in Aerospace Sciences 2004 40 1-2 51 117
2. Silva W. A., Bartels R. E., Development of reduced-order models for aeroelastic analysis and flutter prediction using the CFL3Dv6.0 code Journal of Fluids and Structures 2004 19 6 729 745 (Pubitemid 38870837)
3. Kwak J. Y., Hong W., Shin S. J., Lee I., Yim J. W., Kim C., CFD-Based aeroelastic analysis of the X-43 hypersonic flight vehicle Proceedings of the 39th Aerospace Sciences Meeting and Exhibit (AIAA '01) 2001
4. Hall K. C., Thomas J. P., Dowell E. H., Proper orthogonal decomposition technique for transonic unsteady aerodynamic flows AIAA Journal 2000 38 10 1853 1862
5. Chen G., Li Y.-M., Yan G.-R., Xu M., Zeng X.-A., A fast aeroelastic response prediction method based on proper orthogonal decomposition reduced order model Journal of Astronautics 2009 30 5 1765 1769
6. Badcock K. J., Woodgate M. A., Fast prediction of transonic aeroelastic stability and limit cycles AIAA Journal 2007 45 6 1370 1381 (Pubitemid 46997902)
7. Thomas J. P., Dowell E. H., Hall K. C., Using automatic differentiation to create a nonlinear reduced-order-model aerodynamic solver AIAA Journal 2010 48 1 19 24
8. Badcock K. J., Timme S., Marques S., Transonic aeroelastic simulation for instability searchesand uncertainty analysis Progress in Aerospace Sciences 2011 47 392 423
9. Chen G., Li Y., Yan G., A nonlinear POD reduced order model for limit cycle oscillation prediction Science China 2010 53 7 1325 1332
10. Chen G., Li Y.-M., Yan G.-R., Limit cycle oscillation prediction and control design method for aeroelastic system based on new nonlinear reduced order model International Journal of Computational Methods 2011 8 1 77 90
11. Raveh D. E., Identification of computational-fluid-dynamics based unsteady aerodynamic models for aeroelastic analysis Journal of Aircraft 2004 41 3 620 632
12. Silva W. A., Simultaneous excitation of multiple-input/multiple-output CFD-based unsteady aerodynamic systems Journal of Aircraft 2008 45 4 1267 1274
13. Marques F. D., Anderson J., Identification and prediction of unsteady transonic aerodynamic loads by multi-layer functionals Journal of Fluids and Structures 2001 15 1 83 106 (Pubitemid 32337819)
14. Lai K. L., Won K. S., Koh E. P. C., Tsai H. M., Flutter simulation and prediction with CFD-based reduced-order model Proceedings of the 47th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference (AIAA '06) May 2006 Newport, RI, USA 5229 5245 (Pubitemid 46581652)
15. Srivastava S., Singh M., Hanmandlu M., Jha A. N., Identification of nonlinear systems using wavelets and neural network IETE Journal of Research 2006 52 4 305 313 (Pubitemid 44726297)
16. Marcelo E., Johan A. K. S., Bart D. M., Kernel based partially linear models and nonlinear identification IEEE Transactions on Automatic Control 2005 50 10 1602 1606
17. Johnson M. R., Denegri C. M., Comparison of static and dynamic artificial neural networks for limit cycle oscillation prediction Proceedings of the 42nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Exhibit Technical Papers (AIAA '01) April 2001 793 800 (Pubitemid 32465474)
18. Voitcu O., Wong Y. S., An improved neural network model for nonlinear aeroelastic analysis Proceedings of the 44th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference (AIAA '03) April 2003 825 835
19. Vapnik V. N., An overview of statistical learning theory IEEE Transactions on Neural Networks 1999 10 5 988 999
20. Goethals I., Pelckmans K., Suykens J. A. K., De Moor B., Subspace identification of Hammerstein systems using least squares support vector machines IEEE Transactions on Automatic Control 2005 50 10 1509 1519 (Pubitemid 41555601)
21. Lu Z., Sun J., Non-Mercer hybrid kernel for linear programming support vector regression in nonlinear systems identification Applied Soft Computing Journal 2009 9 1 94 99
22. Witten I., Frank E., Data Mining Practical Machine Learning Tools and Techniques 2005 Elsevier
23. Smola A. J., Schlkopf B., A tutorial on support vector regression neurocolt 1998 London, UK Royal Holloway College
24. Wang G., Yeung D. Y., Lochovsky F. H., A new solution path algorithm in support vector regression IEEE Transactions on Neural Networks 2008 19 10 1753 1767
25. Mao W., Yan G., Dong L., Weighted solution path algorithm of support vector regression based on heuristic weight-setting optimization Neurocomputing 2009 73 13 495 505
26. Kamakoti R., Shyy W., Fluid-structure interaction for aeroelastic applications Progress in Aerospace Sciences 2004 40 8 535 558 (Pubitemid 40391501)
27. Thomas J. P., Dowell E. H., Hall K. C., Nonlinear inviscid aerodynamic effects on transonic divergence, flutter, and limit-cycle oscillations AIAA Journal 2002 40 4 638 646 (Pubitemid 34555101)
28. Mao W., Hu D., Yan G., A new SVM regression approach for mechanical load identification International Journal of Applied Electromagnetics and Mechanics 2010 33 3-4 1001 1008
29. Anna M., Andrea B. D. P., Schoukens J., Nonlinear system identification by means of Svms: choice of excitation signals Proceedings of the 16th TC4 International Symposium, Exploring New Frontiers of Instrumentation and Methods for Electrical and Electronic Measurements (IMEKO '08) September 2008 Florence, Italy
30. Amsallem D., Farhat C., Interpolation method for adapting reduced-order models and application to aeroelasticity AIAA Journal 2008 46 7 1803 1813
31. Amsallem D., Cortial J., Farhat C., Toward real-time computational-fluid- dynamics-based aeroelastic computations using a database of reduced-order information AIAA Journal 2010 48 9 2029 2037
32. Hu P., Bodson M., Brenner M., Towards real-time simulation of aeroservoelastic dynamics for a flight vehicle from subsonic to hypersonic regime Proceedings of the Atmospheric Flight Mechanics Conference and Exhibit (AIAA '08) August 2008 Honolulu, Hawaii, USA