Sequence independent lifting in mixed integer programming

被引:93
作者
Gu, ZH [1 ]
Nemhauser, GL [1 ]
Savelsbergh, MWP [1 ]
机构
[1] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
integer programming; lifting;
D O I
10.1023/A:1009841107478
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We investigate lifting, i.e., the process of taking a valid inequality for a polyhedron and extending it to a valid inequality in a higher dimensional space. Lifting is usually applied sequentially, that is, variables in a set are lifted one after the other. This may be computationally unattractive since it involves the solution of an optimization problem to compute a lifting coefficient for each variable. To relieve this computational burden, we study sequence independent lifting, which only involves the solution of one optimization problem. We show that if a certain lifting function is superadditive, then the lifting coefficients are independent of the lifting sequence. We introduce the idea of valid superadditive lifting functions to obtain good aproximations to maximum lifting. We apply these results to strengthen Balas' lifting theorem for cover inequalities and to produce lifted flow cover inequalities for a single node flow problem.
引用
收藏
页码:109 / 129
页数:21
相关论文
共 16 条
[1]   FACETS OF KNAPSACK POLYTOPE [J].
BALAS, E .
MATHEMATICAL PROGRAMMING, 1975, 8 (02) :146-164
[2]   FACETS OF KNAPSACK POLYTOPE FROM MINIMAL COVERS [J].
BALAS, E ;
ZEMEL, E .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1978, 34 (01) :119-148
[3]   SOLVING LARGE-SCALE ZERO-ONE LINEAR-PROGRAMMING PROBLEMS [J].
CROWDER, H ;
JOHNSON, EL ;
PADBERG, M .
OPERATIONS RESEARCH, 1983, 31 (05) :803-834
[4]  
Gomory R. E., 1969, Linear Algebra and Its Applications, V2, P451, DOI 10.1016/0024-3795(69)90017-2
[5]  
Gu Z., 1998, INFORMS Journal on Computing, V10, P427, DOI 10.1287/ijoc.10.4.427
[6]  
GU Z, 1994, THESIS GEORGIA I TEC
[7]   Lifted flow cover inequalities for mixed 0-1 integer programs [J].
Gu, ZH ;
Nemhauser, GL ;
Savelsbergh, MWP .
MATHEMATICAL PROGRAMMING, 1999, 85 (03) :439-467
[8]   The 0-1 Knapsack problem with a single continuous variable [J].
Marchand, H ;
Wolsey, LA .
MATHEMATICAL PROGRAMMING, 1999, 85 (01) :15-33
[9]  
Nemhauser GL, 1988, INTEGER COMBINATORIA
[10]  
Padberg M. W., 1973, Mathematical Programming, V5, P199, DOI 10.1007/BF01580121