A branch-and-bound multi-parametric programming approach for non-convex multilevel optimization with polyhedral constraints

被引:16
作者
Kassa, Abay Molla [1 ]
Kassa, Semu Mitiku [2 ]
机构
[1] Univ Addis Ababa, Dept Chem & Bio Engn, Addis Ababa Inst Technol, POB 385, Addis Ababa, Ethiopia
[2] Univ Addis Ababa, Dept Math, POB 1176, Addis Ababa, Ethiopia
关键词
Multilevel optimization; Multi-parametric programming; Convex relaxation; ALGORITHM;
D O I
10.1007/s10898-015-0341-0
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
In this paper we develop a general but smooth global optimization strategy for nonlinear multilevel programming problems with polyhedral constraints. At each decision level successive convex relaxations are applied over the non-convex terms in combination with a multi-parametric programming approach. The proposed algorithm reaches the approximate global optimum in a finite number of steps through the successive subdivision of the optimization variables that contribute to the non-convexity of the problem and partitioning of the parameter space. The method is implemented and tested for a variety of bilevel, trilevel and fifth level problems which have non-convexity formulation at their inner levels.
引用
收藏
页码:745 / 764
页数:20
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