A concurrent efficient global optimization algorithm applied to engineering problems

12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, MAO

Volumn , Issue , 2008, Pages

  Horowitz, B ^a   Guimaraes L J N ^a   Afonso, S M B ^a  

^a FEDERAL UNIVERSITY OF PERNAMBUCO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

EFFICIENT GLOBAL OPTIMIZATION; ENGINEERING PROBLEMS; EXPECTED IMPROVEMENTS; GLOBAL APPROXIMATION; GLOBAL DATA; KRIGING; LATIN HYPERCUBE; LOCAL MINIMUMS; MERIT FUNCTION; META MODEL; MODEL SIMULATION; MODIFIED ALGORITHMS; MULTI-MODAL; NON-LINEAR CONSTRAINTS; OBJECTIVE FUNCTIONS; OIL RESERVOIRS; OPTIMIZATION ALGORITHMS; PARALLEL SIMULATIONS; POLYMER INJECTION; REAL ENGINEERING; SIMULATION RESULT; STRUCTURAL DESIGN PROBLEMS; TERMINATION CRITERIA; TWO STAGE;

COMPUTER SIMULATION; DESIGN OF EXPERIMENTS; FUNCTION EVALUATION; GLOBAL OPTIMIZATION; MATHEMATICAL MODELS; OPTIMIZATION; PETROLEUM RESERVOIR ENGINEERING; PETROLEUM RESERVOIRS; STRUCTURAL DESIGN;

ALGORITHMS;

EID: 78049507359     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (25)

1. Afonso, S.M.B., and Patera, T., "Structural Optimization in the Framework of Reduced Basis Method," Iberian Latin American Congress on Computational Methods, Ouro Preto, Brazil, 2003.
2. Bear, J. Dynamics of Fluids in Porous Media, Dover, 1972.
3. Bichon, B.J., Eldred, M.S., Swiler, L.P., Mahedavan, S., and McFarland, J.M., "Multimodal Reliability Assessment for Complex Engineering Applications Using Efficient Global Optimization," paper AIAA-2007-1946, Proceedings of the 48th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, Honolulu, 2007.
4. Birgin, E. G., Castillo, R. A. and Martinez, J. m., "Numerical Comparison of Augmented Lagrangian Algorithms for Nonconvex Problems," Computational Optimization and Applications, Vol. 31, 2005, pp. 31-56.
5. CMG, IMEX Useŕs Guide, Computer Modeling Group, 2007.
6. Eldred, M.S. and Dunlavy, D.M., "Formulations for Surrogate-Based Optimization with Data Fit, Multifidelity, and Reduced Order Methods," paper AIAA-2006-7117, ISSMO Multidisciplinary Analysis and Optimization Conference, Portsmouth, 2006.
7. Finkel, D.E., "DIRECT optimization algorithm users guide," Center for Research and Scientific Computation, CRSC-TR03- 11, North Carolina State University, Raleigh, 2003.
8. Forester, A.I.J., Keane, A.J. and Bresloff, N.W., "Design and Analysis of Noisy Computer Experiments," AIAA Journal, Vol. 44, No. 10, 2006, pp. 2331-2339.
9. Gano, S.E., and Renaud, J.E., "Variable Fidelity Optimization Using a Kriging Based Scaling Function," 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Albany, 2004.
10. Giunta, A.A. and Watson, L.T., "A Comparison of Approximation Modeling Techniques: Polynomial Versus Interpolating Models," paper AIAA-98-4758, Proceedings of the 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Design, St. Louis, 1998.
11. Giunta, A.A. and Eldred, M.S., "Implementation of a Trust Region Model Management Strategy in the DAKOTA Optimization Toolkit," paper AIAA-2000-4935, Proceedings of the 8th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization, Long Beach, 2000.
12. Giunta, A.A., Wojtkiewicz, S.F., and Eldred, M.S., "Overview of Modern Design of Experiments Methods for Computational Simulations," paper AIAA-2003-0649, Proceedings of the 41st Aerospace Sciences Meeting, Reno, 2003.
13. Jones, D.R., Schonlau, M., and Welch, W.J., "Efficient Global Optimization of Expensive Black-Box Functions," Journal of Global Optimization, Vol. 13, No. 4, 1998, pp. 455-492.
14. Jones, D.R., "A Taxonomy of Global Optimization Methods Based on Response Surfaces," Journal of Global Optimization, Vol.21, 2001, pp. 345-383.
15. Keane, A.J. and Nair, P.B., Computational Approaches for Aerospace Design: The pursuit of Excellence, Willey, 2005.
16. Martinez, J. M., "Practical Optimization Using the Augmented Lagrangian", Dept. of Applied Math., University of Campinas, Brazil, 2007 (in Portuguese).
17. Nocedal, J. and Wright, S. J., Numerical Optimization, Springer, 1999..
18. Queipo, N.V., Pintos, S., Contreras, N., Rincon, N., Colmenares, J., "Surrogate Modeling-Based Optimization for the Integration of Static and Dynamic Data into a Reservoir Description," SPE63065, SPE Annual Technical Conference, Dallas, 2000.
19. Queipo, N.V., Goicochea, J.V., and Pintos, S., "Surrogate Modeling-Based Optimization of SAGD Processes", Journal of Petroleum Science and Engineering, Vol. 35, 2002, pp. 83-93.
20. Sacks, J., Welch, W.J., Mitchell, W.J. and Wynn, H.P., "Design and Analysis of Computer Experiments," Statistical Science, Vol. 4, No. 4, 1989, pp. 409-435.
21. Sasena, M.J., "Flexibility and Efficiency Enhancements for Constrained Global Design Optimization with Kriging Approximations," PhD Dissertation, Mechanical Engineering Dept., University of Michigan, Ann Arbor, 2002.
22. Schonlau, M., "Computer Experiments and Global Optimization," PhD Dissertation, Dept. of Statistics and Actuarial Science, University of Waterloo, Ontario, Canada, 1997.
23. Simpson, T.W., Peplinski, J.D., Koch, P.N., and Allen, J.K., "Metamodels for Computer Based Engineering Design: Survey and Recommendations," Engineering with Computers, Vol. 17, 2001, pp. 129-150.
24. Sobester, A., Leary, S.J. and Keane, A.J., "On the Design of Optimization Strategies Based on Global Response Surface Approximation Models", Journal of Global Optimization, Vol. 33, No. 1, 2005, pp. 31-59.
25. Zerpa, L.E., Queipo, N.V., Pintos, S., and Salager, J.L., "An Optimization Methodology of Alkaline-Surfactant-Polymer Flooding Processes Using Field Scale Numerical Simulation and Multiple Surrogates," Journal of Petroleum Science and Engineering, Vol. 47, 2005, pp. 197-208.