Surrogate-based aerodynamic shape optimization of a civil aircraft engine nacelle

AIAA Journal

Volumn 45, Issue 10, 2007, Pages 2565-2574

  Song, Wenbin ^a,b,c   Keane, Andy J ^a,d  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

^b School Engineering Sciences   (United Kingdom)

^c AIAA   (United States)

^d School of Engineering Sciences

Author keywords

[No Author keywords available]

Indexed keywords

AIRCRAFT ENGINE NACELLE; SUBSONIC ENGINE NACELLES;

AIRCRAFT ENGINES; COMPUTATIONAL FLUID DYNAMICS; COMPUTER SIMULATION; GAUSSIAN DISTRIBUTION; GENETIC ALGORITHMS; OPTIMIZATION;

AERODYNAMICS;

EID: 36048969437     PISSN: 00011452     EISSN: None     Source Type: Journal    
DOI: 10.2514/1.30015     Document Type: Article

References (32)

1. Fisher, M. J., and Self, R. H., "Aeroacoustics Research in Europe: The CEAS-ASC Report on 2001 Highlights," Journal of Sound and Vibration, Vol. 258, No. 1, 2002, pp. 1-30.
2. Jones, M. G., Tracy, M. B., Watson, W. R., and Parrott, T. L., "Effects of Liner Geometry on Acoustic Impedance," AIAA Paper 2002-2446, June 2002.
3. Abbott, J. M., and Slater, J. W., "Computational Study of the Aerodynamic Performance of Three-Dimensional Subsonic Inlets," AIAA Paper 2001-3886, July 2001.
4. Nangia, R. K., and Palmer, M. E., "Negatively Scarfed Inlets for Acoustic Reduction, Aerodynamic Performance Assessment," AIAA Paper 2000-0354, Jan. 2000.
5. Nangia, R. K., and Palmer, M. E., "Inlets with Negative Scarf for Acoustic Reduction, Aerodynamic Assessment at Transonic Speed," AIAA Paper 2000-4409, Aug. 2000.
6. Reddy, D. R., Reddy, E. S., and Moody, R. E., "Aerodynamic Shape Optimization of a Subsonic Inlet Using Three-Dimensional Euler Computation," Journal of Propulsion and Power, Vol. 14, No. 2, 1998, pp. 225-233.
7. Mason, J. G., Farquhar, B. W., Booker, A. J., and Moody, R. E., "Inlet Design Using a Blend of Experimental and Computational Techniques," Proceedings of the 18th Congress of ICAS, AIAA, Washington, D.C., 1992, Vol. 1, pp. 445-454; also International Council of the Aeronautical Sciences Paper ICAS-92-3.3.1.
8. Smith, A. R., Thorne, R., Gouttenoire, C., Surply, T., and Chanez, P., "Aerodynamic Aspects of Application of Negative Scarf Intake to High Bypass Ratio Civil Turbofans," AIAA Paper 2005-4205, July 2005.
9. Wilhelm, R., "Inverse Design Methods for Designing Isolated and Wing-Mounted Engine Nacelles," Journal of Aircraft, Vol. 39, No. 6, 2002, pp. 989-995.
10. Lian, Y., and Liou, M.-S., "Multiobjective Optimization Using Coupled Response Surface Model and Evolutionary Algorithm," AIAA Journal, Vol. 43, No. 6, 2005, pp. 1316-1325.
11. Jin, Y., "A Comprehensive Survey of Fitness Approximation in Evolutionary Computation," Soft Computing Journal, Vol. 9, No. 1, 2004, pp. 3-12.
12. Kim, T. S., and Kim, Y. Y., "Multiobjective Topology Optimization of a Beam Under Torsion and Distortion," AIAA Journal, Vol. 40, No. 2, 2002, pp. 376-381.
13. Epstein, B., and Peigin, S., "Robust Hybrid Approach to Multiobjective Constrained Optimization in Aerodynamics," AIAA Journal, Vol. 42, No. 8, 2004, pp. 1572-1581.
14. Corne, D. W., Jerram, N. R., Knowles, J. D., and Oates, M. J., "PESA-II: Region-Based Selection in Evolutionary Multiobjective Optimization," Proceedings of the Genetic and Evolutionary Computation Conference, Morgan Kaufmann, Scan Francisco, CA, 2001, pp. 283-290.
15. Knowles, J. D., and Corne, D. W., "The Pareto Archived Evolution Strategy: A New Baseline Algorithm for Multiobjective Optimization," 1999 Congress on Evolutionary Computation, IEEE, Piscataway, NJ, 1999, pp. 98-105.
16. Deb, K., Pratap, A., Agarwal, S., and Meyarivan, T., "A Fast and Elitist Multi-Objective Genetic Algorithm: NSGA-II," IEEE Transaction on Evolutionary Computation, Vol. 6, No. 2, 2002, pp. 181-197.
17. Horn, J., Hafpliotis, N., and Goldberg, D. E., "A Niched Pareto Genetic Algorithm for Multiobjective Optimization," Proceedings of the First IEEE Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence, IEEE, Piscataway, NJ, 1994, pp. 82-87.
18. Knowles, J. D., and Corne, D., "M-PAES: A Memetic Algorithm for Multiobjective Optimization," Proceedings of the 2000 Congress on Evolutionary Computation, IEEE, Washington, D.C., 2000, pp. 325-332.
19. Knowles, J. D., and Corne, D., "Memetic Algorithms for Multiobjetive Optimization: Issues, Methods, and Prospects," Recent Advances in Memeti Algorithms, Vol. 166, Springer, Berlin, 2004, pp. 313-352.
20. Samareh, J. A., "Survey of Shape Parameterization Techniques for High-Fidelity Multidisciplinary Shape Optimization," AIAA Journal, Vol. 39, No. 5, 2001, pp. 877-884.
21. Langer, H., Puhlhofer, T., and Baier, H., "An Approach for Shape and Topology Optimization Integrating CAD Parameterization and Evolutionary Algorithms," AIAA Paper 2002-5498, Sept. 2002.
22. Song, W., Keane, A. J., Rees, J., Bhaskar, A., and Bagnall, S., "Turbine Blade Bir-Tree Root Design Optimization Using Intelligent CAD and Finite Element Analysis," Computers and Structures, Vol. 80, No. 24, 2002, pp. 1853-1867.
23. Haimes, R., and Merchant, A., "The Synergistic Use of CAD for Tightly Coupled Analysis and Design," AIAA Paper 2005-4986, June 2005.
24. Song, W., Keane, A. J., and Cox, S. J., "CFD-Based Shape Optimization with Grid-Enabled Design Search Toolkits," Proceedings of the UK e-Science All Hands Meeting, UK National e-Science Centre, Edinburgh, U.K., Sept. 2003, pp. 619-627.
25. Santner, T. J., Williams, B. J., and Notz, W. I., The Design and Analysis of Computer Experiments, Springer-Verlag, New York, 2003.
26. Mckay, M. D., Bechman, R. J., and Conover, W. J., "A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output from a Computer Code," Technometrics, Vol. 21, No. 2, 1979, pp. 239-245.
27. Booker, A. J., Frank, P. D., Dennis, J. E., Moore, D. W., and Serafini, D. B., "Managing Surrogate Objectives to Optimize a Helicopter Roter Design-Further Experiments," AIAA Paper 98-4717, 1998.
28. Booker, A. J., Dennis, J. E., Frank, P. D., Serafini, D. B., and Torczon, V., "Optimization Using Surrogate Objectives on a Helicopter Test Example," Rice University, Center for Research on Parallel Computation CRPC-TR97734-S, Dec. 1997; also Boeing Rept. SSGTECH-97-027, Rice CAAM TR97-31.
29. Welch, W. J., Buck, R. J., Sack, J., Wynn, H. P., Mitchell, T. J., and Morris, M. D., "Screening Predicting and Computer Experiments," Technometrics, Vol. 34, No. 1, 1992, pp. 15-25.
30. Chang, P. B.,Williams, B. J., Bhalla, K. S. B., Belknap, T. W., Santner, T. J., Notz, W. I., and Bartel, D. L., "Design and Analysis of Robust Total Joint Replacements: Finite Element Model Experiments with Experimental Variables," Journal of Biomechanical Enigneering, Transactions of the ASME, Vol. 123, No. 3, 2001, pp. 239-246.
31. Craig, K. J., Stander, N., Dooge, D. A., and Varadappa, S., "Automotive Crashworthiness Design Using Response Surface-Based Variable Screening and Optimization," Engineering Computations, Vol. 22, No. 1, 2005, pp. 38-61.
32. Montgomery, D. C., Design and Analysis of Experiments, 5th ed., Wiley, New York, 2000.