Real-coded adaptive range genetic algorithm applied to transonic wing optimization

Abstract Real-coded adaptive range genetic algorithm (ARGA) has been applied to a practical three-dimensional shape optimization for aerodynamic design of an aircraft wing. The real-coded ARGA possesses both advantages of the binary-coded ARGA and the floating-point representation to overcome the problems of having a large search space that requires continuous sampling. The results confirm that the real-coded ARGA consistently finds better solutions than the conventional real-coded genetic algorithms do.

[1]  K Krishnakumar,et al.  Solving large parameter optimization problems using genetic algorithms , 1995 .

[2]  S. Obayashi,et al.  Convergence acceleration of a Navier-Stokes solver for efficient static aeroelastic computations , 1995 .

[3]  Kazuhiro Nakahashi,et al.  Aerodynamic Wing Optimization via Evolutionary Algorithms Based on Structured Coding , 2002 .

[4]  Zbigniew Michalewicz,et al.  Genetic Algorithms + Data Structures = Evolution Programs , 1992, Artificial Intelligence.

[5]  藤井 孝蔵,et al.  Recent development of aerodynamic design methodologies : inverse design and optimization , 1999 .

[6]  R. L. Harris Laboratory concepts in avionics software , 1990, 9th IEEE/AIAA/NASA Conference on Digital Avionics Systems.

[7]  Kazuhiro Nakahashi,et al.  Wing design using real-coded adaptive range genetic algorithm , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[8]  M. Arakawa,et al.  Development of Adaptive Real Range(ARRange)Genetic Algorithms , 1998 .

[9]  Carl T.F. Ross,et al.  Strength of materials and structures : with an introduction to finite element methods , 1993 .

[10]  Zbigniew Michalewicz,et al.  An Experimental Comparison of Binary and Floating Point Representations in Genetic Algorithms , 1991, ICGA.

[11]  H. Sobieczky Parametric Airfoils and Wings , 1999 .

[12]  Zbigniew Michalewicz,et al.  Genetic Algorithms + Data Structures = Evolution Programs , 1996, Springer Berlin Heidelberg.

[13]  Kazuhiro Nakahashi,et al.  Fractional factorial design of genetic coding for aerodynamic optimization , 1999 .

[14]  Greg L. Zacharias,et al.  Air combat tactics optimization using stochastic genetic algorithms , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[15]  Yuichi Matsuo,et al.  Simulation of the 3 dimensional cascade flow with numerical wind tunnel (NWT) , 1996, Supercomputing '96.

[16]  James E. Baker,et al.  Reducing Bias and Inefficienry in the Selection Algorithm , 1987, ICGA.

[17]  Charles D. Harris,et al.  NASA supercritical airfoils: A matrix of family-related airfoils , 1990 .