Heuristics for convex mixed integer nonlinear programs

被引:42
作者
Bonami, Pierre [2 ]
Goncalves, Joao P. M. [1 ]
机构
[1] IBM Corp, Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
[2] Aix Marseille Univ, CNRS, Lab Informat Fondamentale Marseille, Marseille, France
关键词
Mixed integer nonlinear programming; Heuristics; OUTER-APPROXIMATION; FEASIBILITY PUMP; ALGORITHM; BRANCH;
D O I
10.1007/s10589-010-9350-6
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
In this paper, we describe the implementation of some heuristics for convex mixed integer nonlinear programs. The work focuses on three families of heuristics that have been successfully used for mixed integer linear programs: diving heuristics, the Feasibility Pump, and Relaxation Induced Neighborhood Search (RINS). We show how these heuristics can be adapted in the context of mixed integer nonlinear programming. We present results from computational experiments on a set of instances that show how the heuristics implemented help finding feasible solutions faster than the traditional branch-and-bound algorithm and how they help in reducing the total solution time of the branch-and-bound algorithm.
引用
收藏
页码:729 / 747
页数:19
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