Data mining for multidisciplinary design space of regional-jet wing

Journal of Aerospace Computing, Information and Communication

Volumn 4, Issue 11, 2007, Pages 1019-1036

  Chiba, Kazuhisa ^a,c,d   Obayashi, Shigeru ^b,d,e  

^a JAPAN AEROSPACE EXPLORATION AGENCY   (Japan)

^b TOHOKU UNIVERSITY   (Japan)

^c Aviation Program Group

^d AIAA ^*

^e Institute of Fluid Science

Author keywords

[No Author keywords available]

Indexed keywords

AERODYNAMICS; DATA MINING; GENETIC ALGORITHMS; OPTIMIZATION; SELF ORGANIZING MAPS; WINGS;

DESIGN VARIABLES; MULTIDISCIPLINARY DESIGN; NON-DOMINATED SOLUTIONS; TRADEOFFS;

JETS;

EID: 38549141201     PISSN: 15429423     EISSN: 15429423     Source Type: Journal    
DOI: 10.2514/1.19404     Document Type: Article

References (13)

1. Holden, C. M. E. and Keane, A. J., "Visualization Methodologies in Aircraft Design," AIAA Paper 2004-4449, 2004.
2. Obayashi, S. and Sasaki, D., "Visualization and Data Mining of Pareto Solutions Using Self-Organizing Map," The 2nd International Conference on Evolutionary Multi-Criterion Optimization, LNCS 2632, Springer-Verlag Heidelberg, Faro, Portugal, 2003, pp. 796-809. doi: 10.1007/3-540-36970-8_56
3. Kohonen, T., Self-Organizing Maps, Springer, Berlin, Heidelberg, 1995.
4. 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.
5. Chiba, K., Oyama, A., Obayashi, S., Nakahashi, K., and Morino, H., "Multidisciplinary Design Optimization and Data Mining of Transonic Regional-Jet Wing," Journal of Aircraft, Vol. 44, No. 4, 2007, pp. 1100-1112.
6. Oyama, A., Obayashi, S., Nakahashi, K., and Hirose, N., "Aerodynamic Wing Optimization via Evolutionary Algorithms Based on Structured Coding," Computational Fluid Dynamics Journal, Vol. 8, No. 4, 2000, pp. 570-577.
7. Yamazaki, W., Matsushima, K., and Nakahashi, K., "Aerodynamic Optimization of NEXST-1 SST Model at Near-Sonic Regime," AIAA Paper 2004-0034, 2004.
8. Sasaki, D. and Obayashi, S., "Efficient Search for Trade-Offs by Adaptive Range Multi-Objective Genetic Algorithms," Journal of Aerospace Computing, Information, and Communication, Vol. 2, No. 1, 2005, pp. 44-64.
9. Sasaki, D., Obayashi, S., and Nakahashi, K., "Navier-Stokes Optimization of Supersonic Wings with Four Objectives Using Evolutionary Algorithm," Journal of Aircraft, Vol. 39, No. 4, 2002, pp. 621-629.
10. Deboeck, G. and Kohonen, T., Visual Explorations in Finance with Self-Organizing Maps, Springer Finance, London, 1998.
11. Vesanto, J. and Alhoniemi, E., "Clustering of the Self-Organizing Map," IEEE Transactions on Neural Networks, Vol. 11, No. 3, 2000, pp. 586-600.
12. Keane, A. J., "Wing Optimization Using Design of Experiment, Response Surface, and Data Fusion Methods," Journal of Aircraft, Vol. 40, No. 4, 2003, pp. 741-750.
13. Jeong, S., Murayama, M., and Yamamoto, K., "Efficient Optimization Design Method Using Kriging Model," Journal of Aircraft, Vol. 42, No. 2, 2005, pp. 413-420.