Surrogate model-based strategy for cryogenic cavitation model validation and sensitivity evaluation

Collection of Technical Papers - AIAA/ASME/SAE/ASEE 42nd Joint Propulsion Conference

Volumn 9, Issue , 2006, Pages 6980-7010

  Goel, Tushar ^a,c   Zhao, Jinhui ^b,c   Thakur, Siddharth ^a,c   Haftka, Raphael T ^a,c   Shyy, Wei ^b,c  

^a UNIVERSITY OF FLORIDA   (United States)

^b UNIVERSITY OF MICHIGAN   (United States)

^c AIAA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CAVITATION MODEL VALIDATION; CRYOGENIC CAVITATION MODELS; OPTIMIZATION STRATEGIES; SENSITIVITY EVALUATION;

CAVITATION; COMPUTATIONAL METHODS; RADIAL BASIS FUNCTION NETWORKS; SENSITIVITY ANALYSIS; TURBOMACHINE BLADES; UNCERTAINTY ANALYSIS;

CRYOGENICS;

EID: 34249283039     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (51)

1. Batchelor, GK, An Introduction to Fluid Dynamics, Cambridge University Press (1967).
2. Brennen, CE, Hydrodynamics of Pumps, Oxford University Press (1994).
3. NASA online facts, http://www-pao.ksc.nasa.gov/kscpao/nasafact/count2. htm (1991).
4. rd International Symposium on Cavitation, Grenoble, France (1998).
5. Ahuja, V, Hosangadi, A, and Arunajatesan, S, "Simulations of Cavitating Flows Using Hybrid Unstructured Meshes," Journal of Fluids Engineering 123, 331 (2001).
6. Venkateswaran, S, Lindau, JW, Kunz, RF, and Merkle, CL, "Computation of Multiphase Mixture Flows with Compressiblity Effects," Journal of Computational Physics 180, 54 (2002).
7. Kunz, RF, Boger, DA, Stinebring, DR, Chyczewski, TS, Lindau, JW, and Gibeling, HJ, "A Preconditioned Navier-Stokes Method for Two-phase Flows with Application to Cavitation," Computers and Fluids 29, 849 (2000).
8. Athavale, MM, and Singhal, AK, "Numerical Analysis of Cavitating Flows in Rocket Turbopump Elements," AIAA Paper 2001-3400 (2001).
9. Senocak, I, and Shyy, W, "A Pressure-based Method for Turbulent Cavitating Flow Computations," Journal of Computational Physics, 176, 363 (2002).
10. Senocak, I, and Shyy, W, "Interfacial Dynamics-Based Modeling of Turbulent Cavitating Flows, Part-1: Model Development and Steady-State Computations," International Journal for Numerical Methods in Fluids 44, 975 (2004).
11. Senocak, I, and Shyy, W, "Interfacial Dynamics-Based Modeling of Turbulent Cavitating Flows, Part-2: Time-Dependant Computations," International Journal for Numerical Methods in Fluids 44, 997 (2004).
12. Kubota, A, Kato, H, and Yamaguchi, H, "A New Modeling of Cavitating Flows: A Numerical Study of Unsteady Cavitation on a Hydrofoil Section," Journal of Fluid Mechanics, 240, 59 (1992).
13. Edwards, JR, Franklin, RK, and Liou, MS, "Low-Diffusion Flux Splitting Methods for Real Fluid Flows with Phase Transitions," AIAA Journal 38(9), 1624 (2000).
14. Ventikos, Y, and Tzabiras, G, "A Numerical Method for Simulation of Steady and Unsteady Cavitating Flows," Computers and Fluids 29, 63 (2000).
15. Utturkar, Y, Goel, T, Thakur, SS, and Shyy, W, "Computational Modeling of Thermodynamic Effects in Cryogenic Cavitation," (submitted to International Journal of Multi-Phase Flow).
16. Wang, G, Senocak, I, Shyy, W, Ikohagi, T, and Cao, S, "Dynamics of Attached Turbulent Cavitating Flows," Progress in Aerospace Sciences 37, 551 (2001).
17. Senocak, I, and Shyy, W, "Evaluation of Cavitation Models for Navier-Stokes Computations," ASME Paper FEDSM2002-31011 (2002).
18. th International Symposium on Cavitation, Pasadena, California (2001).
19. Utturkar, Y, Wu, J, Wang, G, and Shyy W, "Recent Progress in Modeling of Cryogenic Cavitation for Liquid Rocket Propulsion," (submitted to Progress in Aerospace Sciences).
20. Utturkar, Y, "Computational Modeling of Thermodynamic Effects in Cryogenic Cavitation", Ph.D. Dissertation, University of Florida, Gainesville FL, (2005).
21. Hosangadi, A, and Ahuja, V, "Numerical Study of Cavitation in Cryogenic Fluids", Journal of Fluids Engineering, 127:267-281, (2005).
22. Lemmon, EW, McLinden, MO, and Huber, ML, REFPROP: Reference Fluid Thermodynamic and Transport Properties, NIST Standard Database 23, version 7.0 (2002).
23. Hord, J, "Cavitation in Liquid Cryogens, II-Hydrofoil," NASA CR-2156 (1973).
24. Hord, J, "Cavitation in Liquid Cryogens, III - Ogives," NASA CR-2242 (1973).
25. Hosangadi, A, and Ahuja, V, "A Generalized Multi-phase Framework for Modeling Cavitation in Cryogenic Fluids," AIAA Paper 2003-4000 (2003).
26. Sobol, IM, "Sensitivity Analysis for Nonlinear Mathematical Models," Mathematical Modeling & Computational Experiment 1(4), 407 (1993).
27. Queipo, NV, Haftka, RT, Shyy, W, Goel, T, Vaidyanathan, R, and Tucker, PK, "Surrogate Based Analysis and Optimization", Progress in Aerospace Sciences, 41:1-28 (2005).
28. th International Conference on Approximation Theory, (eds. Chui C, Neaumtu M, Schumaker L), (2004).
29. Goel, T, Haftka, RT, Shyy, W, and Queipo, NV, "Ensemble of Multiple Surrogates", accepted for publication in Structural and Multidisciplinary Optimization, (2006).
30. Senocak, I, and Shyy, W, "Computations of Unsteady Cavitation with a Pressure-based Method," ASME Paper FEDSM2003-45009 (2003).
31. Wu, J, Utturkar, Y, Senocak, I, Shyy, W, and Arakere, N, "Impact of Turbulence and Compressibility Modeling on Three-Dimensional Cavitating Flow Computations," AIAA Paper 2003-4264 (2003).
32. Launder, BE, and Spalding, DB, "The Numerical Computation of Turbulent Flows," Computer Methods in Applied Mechanics and Engineering 3, 269 (1974).
33. Shyy, W, Thakur, SS, Ouyang, H, Liu, J, and Blosch, E, "Computational Techniques for Complex Transport Phenomenon", Cambridge University Press, United Kingdom, (1997).
34. Wu, J, Wang, G, and Shyy, W, "Time-dependent Turbulent Cavitating Flow Computations with Interfacial Transport and Filter-based Models", International Journal of Numerical Methods in Fluids, 49(7):739-761, (2005).
35. Thakur, SS, Wright, J, and Shyy, W, "STREAM: A Computational Fluid Dynamics and Heat Transfer Navier-Stokes Solver. Theory and Applications," Streamline Numerics, Inc. and Computational Thermo-Fluids Laboratory, Department of Mechanical and Aerospace Engineering Technical Report, Gainesville, Florida (2002).
36. Shyy, W, and Thakur, SS, "A Controlled Variation Scheme in a Sequential Solver for Recirculating Flows. Part I. Theory and Formulation," Numerical Heat Transfer B-Fund. 25(3), 245 (1994).
37. Versteeg, HK, and Malalasekera, W, An Introduction to Computational Fluid Dynamics: The Finite Volume Method, Pearson Education Limited, England (1995).
38. Miettinen, KM, Nonlinear Multiobjective Optimization. Kluwer:Boston, (1999).
39. Chankong, V, Haimes, YY, Multi-objective Decision Making Theory and Methodology. Elsevier Science, New York, (1983).
40. Mack, Y, Goel, T, Shyy, W, and Haftka, RT, "Surrogate Model Based Optimization Framework: A Case Study in Aerospace Design", accepted for publication in Evolutionary Computation in Dynamic and Uncertain Environments (eds. Yang S, Ong YS, Jin Y), Springer Kluwer Academic Press, (2005).
41. Reboud, JL, Sauvage-Boutar, E, and Desclaux, J, "Partial Cavitation Model for Cryogenic Fluids," Cavitation and Multiphase Flow Forum, Toronto, Canada (1990).
42. Delannoy, Y, and Reboud, JL, "Heat and Mass Transfer on a Vapor Cavity," Proc. ASME Fluids Engineering Conference, Washington DC 165, 209 (1993).
43. Deshpande, M, Feng, J, and Merkle, CL, "Numerical Modeling of the Thermodynamic Effects of Cavitation," Journal of Fluids Engineering 119, 420 (1997).
44. Tokumasu, T, Kamijo, K, and Matsumoto, Y, "A Numerical Study of Thermodynamic Effects of Sheet Cavitation," Proc. of ASME FEDSM'02, Montreal, Quebec, Canada (2002).
45. th International Symposium on Cavitation, Osaka, Japan (2003).
46. Hosangadi, A, Ahuja, V, and Ungewitter, RJ, "Generalized Numerical Framework for Cavitation in Inducers," ASME Paper FEDSM2003-45408 (2003).
47. Myers, RH and Montgomery, DC, Response Surface Methodology, John Wiley and Sons, Inc (1995).
48. Matheron, G, "Principles of Geostatistics", Economic Geology, 58:1246-1266 (1963).
49. Orr, MJL, Introduction to Radial Basis Function Networks, Center for Cognitive Science, Edinburg University, EH 9LW, Scotland, UK. http://www.anc.ed.ac.uk/~mjo/rbf.html, (1996).
50. th AIAA Aerospace Sciences Meeting and Exhibit, Jan 9-12, Reno NV, AIAA-2006-0724, 2006.
51. Lophaven, SN, Nielsen, HB, and Sondergaard, J, "DACE: A Matlab Kriging Toolbox", version 2.0, Information and Mathematical Modeling, Technical University of Denmark, 2002.