A multiobjective interactive sequential hybrid optimization technique for design decision making

被引:6
作者
Azarm, S [1 ]
Narayanan, S [1 ]
机构
[1] Univ Maryland, Dept Mech Engn, College Pk, MD 20742 USA
关键词
multiple objective design decision making; Pareto solution; interactive method;
D O I
10.1080/03052150008941310
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The paper proposes an interactive method for obtaining a solution to a multiple objective design decision making problem. The focus is on generating Pareto solutions including those that are in the non-convex region, and are desirable to obtain in an engineering design context. After the generation of a small subset of the Pareto solutions, the designer's feedback is elicited in order to eliminate part of the subset. The process is repeated until it iteratively narrows down the Pareto solution set to a size small enough so that the designer is able to easily select a final solution. The advantage of this approach is that the designer can view a few sample points from the Pareto set before zooming into the region preferred and without expending computation time in generating a complete Pareto set. The process has been demonstrated with the help of an example, the design of a fleet of ships, that has mixed-discrete variables and hence a genetic algorithm is used as the optimizer.
引用
收藏
页码:485 / 500
页数:16
相关论文
共 19 条
[1]  
[Anonymous], 1956, THEORY TECHNIQUE SHI
[2]  
Chankong V., 1983, Multiobjective Decision Making: Theory and Methodology
[3]   A NEW SCALAR EQUIVALENCE FOR PARETO-OPTIMIZATION [J].
CORLEY, HW .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1980, 25 (04) :829-830
[4]   A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems [J].
Das, I ;
Dennis, JE .
STRUCTURAL OPTIMIZATION, 1997, 14 (01) :63-69
[5]  
Eschenauer H., 1990, MULTICRITERIA DESIGN
[6]  
Hwang CL, 1979, Multiple attribute decision making: methods and applications: a state-of-the-art survey, DOI [10.1007/978-3-642-45511-7_3, DOI 10.1007/978-3-642-45511-7_3]
[7]  
KIRSCH U, 1981, OPTIMAL STRUCTURAL D
[8]  
LEVINE D, 1996, PGA PACK PARALLEL GE
[9]  
Miettinen K.-M., 1999, NONLINEAR MULTIOBJEC
[10]  
MILLER GA, 1956, PSYCHOL REV, V63, P81, DOI 10.1037/0033-295X.101.2.343