Parametric global optimisation for bilevel programming

被引:92
作者
Faisca, Nuno P.
Dua, Vivek
Rustem, Berc
Saraiva, Pedro M.
Pistikopoulos, Efstratios N. [1 ]
机构
[1] Imperial Coll London, Ctr Proc Syst Engn, London SW7 2AZ, England
[2] UCL, Ctr Proc Syst Engn, London WC1E 7JE, England
[3] Univ Coimbra, Dept Chem Engn, Gepsi PSE Grp, P-3030290 Coimbra, Portugal
基金
英国工程与自然科学研究理事会;
关键词
bilevel programming; parametric programming; quadratic; mixed-integer; uncertainty;
D O I
10.1007/s10898-006-9100-6
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
We propose a global optimisation approach for the solution of various classes of bilevel programming problems (BLPP) based on recently developed parametric programming algorithms. We first describe how we can recast and solve the inner (follower's) problem of the bilevel formulation as a multi-parametric programming problem, with parameters being the (unknown) variables of the outer (leader's) problem. By inserting the obtained rational reaction sets in the upper level problem the overall problem is transformed into a set of independent quadratic, linear or mixed integer linear programming problems, which can be solved to global optimality. In particular, we solve bilevel quadratic and bilevel mixed integer linear problems, with or without right-hand-side uncertainty. A number of examples are presented to illustrate the steps and details of the proposed global optimisation strategy.
引用
收藏
页码:609 / 623
页数:15
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