The smart normal constraint method for directly generating a smart Pareto set

被引:21
|
作者
Hancock, B. J. [1 ]
Mattson, C. A. [1 ]
机构
[1] Brigham Young Univ, Dept Mech Engn, Provo, UT 84602 USA
基金
美国国家科学基金会;
关键词
Multiobjective optimization; Minimal Pareto set; Smart Pareto filter; Normal constraint method; Direct generation; MULTIOBJECTIVE OPTIMIZATION; EVOLUTIONARY ALGORITHM; FRONTIER; DESIGN; REPRESENTATION;
D O I
10.1007/s00158-013-0925-6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In design situations where a single solution must be selected, it is often desirable to present the designer with a smart Pareto set of solutions-a minimal set of nondominated solutions that sufficiently represents the tradeoff characteristics of the design space. These sets are generally created by finding many well-distributed solutions and then either filtering out the excess ones or searching more closely in those regions that appear to have significant tradeoff. Such methods suffer from the inherent inefficiency of creating numerous solutions that will never be presented to the designer. This paper introduces the Smart Normal Constraint (SNC) method-a Pareto set generation method capable of directly generating a smart Pareto set. Direct generation is achieved by iteratively updating an approximation of the design space geometry and searching only in those regions capable of yielding new smart Pareto solutions. This process is made possible through the use of a new, computationally benign calculation for identifying regions of high tradeoff in a design space. Examples are provided that show the SNC method performing significantly more efficiently than the predominant existing method for generating smart Pareto sets.
引用
收藏
页码:763 / 775
页数:13
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