Cone Convexity, Cone Extreme Points, and Nondominated Solutions in Decision Problems with Multiobjectives

被引:409
作者
Yu, P. L. [1 ]
机构
[1] Univ Rochester, Grad Sch Management, Rochester, NY USA
关键词
Multicriteria optimization; convexity; vector performance indexes; sensitivity analysis; generalized control theory;
D O I
10.1007/BF00932614
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Although there is no universally accepted solution concept for decision problems with multiple noncommensurable objectives, one would agree that a good solution must not be dominated by the other feasible alternatives. Here, we propose a structure of domination over the objective space and explore the geometry of the set of all nondominated solutions. Two methods for locating the set of all nondominated solutions through ordinary mathematical programming are introduced. In order to achieve our main results, we have introduced the new concepts of cone convexity and cone extreme point, and we have explored their main properties. Some relevant results on polar cones and polyhedral cones are also derived. Throughout the paper, we also pay attention to an important special case of nondominated solutions, that is, Pareto-optimal solutions. The geometry of the set of all Pareto solutions and methods for locating it are also studied. At the end, we provide an example to show how we can locate the set of all nondominated solutions through a derived decomposition theorem.
引用
收藏
页码:319 / 377
页数:59
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