Genetic algorithm for mixed integer nonlinear programming problems using separate constraint approximations

被引:16
作者
Gantovnik, VB [1 ]
Gürdal, Z
Watson, LT
Anderson-Cook, CM
机构
[1] Virginia Polytech Inst & State Univ, Dept Engn Sci & Mech, Blacksburg, VA 24061 USA
[2] Virginia Polytech Inst & State Univ, Dept Aerosp & Ocean Engn, Blacksburg, VA 24061 USA
[3] Virginia Polytech Inst & State Univ, Dept Engn Sci & Mech, Blacksburg, VA 24061 USA
[4] Delft Univ Technol, Aerosp Struct Chair, NL-2629 HS Delft, Netherlands
[5] Virginia Polytech Inst & State Univ, Dept Comp Sci & Math, Blacksburg, VA 24061 USA
关键词
D O I
10.2514/1.4191
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A new approach is described for reducing the number of the fitness and constraint function evaluations required by a genetic algorithm (GA) for optimization problems with mixed continuous and discrete design variables. The proposed additions to the GA make the search more effective and rapidly improve the fitness value from generation to generation. The additions involve memory as a function of both discrete and continuous design variables and multivariate approximation of the individual functions' responses in terms of several continuous design variables.. W The, approximation is demonstrated for the minimum weight design of a composite cylindrical shell with grid stiffeners.
引用
收藏
页码:1844 / 1849
页数:6
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