TY - JOUR
T1 - A polyhedral study on 01 knapsack problems with disjoint cardinality constraints
T2 - Strong valid inequalities by sequence-independent lifting
AU - Zeng, Bo
AU - Richard, Jean Philippe P.
N1 - Funding Information:
Supported by NSF Grant DMI-03-48611 .
PY - 2011/5
Y1 - 2011/5
N2 - We study the set of 01 integer solutions to a single knapsack constraint and a set of non-overlapping cardinality constraints (MCKP), which generalizes the classical 01 knapsack polytope and the 01 knapsack polytope with generalized upper bounds. We derive strong valid inequalities for the convex hull of its feasible solutions using sequence-independent lifting. For problems with a single cardinality constraint, we derive two-dimensional superadditive lifting functions and prove that they are maximal and non-dominated under some mild conditions. We then show that these functions can be used to build strong valid inequalities for problems with multiple disjoint cardinality constraints. Finally, we present preliminary computational results aimed at evaluating the strength of the cuts obtained from sequence-independent lifting with respect to those obtained from sequential lifting.
AB - We study the set of 01 integer solutions to a single knapsack constraint and a set of non-overlapping cardinality constraints (MCKP), which generalizes the classical 01 knapsack polytope and the 01 knapsack polytope with generalized upper bounds. We derive strong valid inequalities for the convex hull of its feasible solutions using sequence-independent lifting. For problems with a single cardinality constraint, we derive two-dimensional superadditive lifting functions and prove that they are maximal and non-dominated under some mild conditions. We then show that these functions can be used to build strong valid inequalities for problems with multiple disjoint cardinality constraints. Finally, we present preliminary computational results aimed at evaluating the strength of the cuts obtained from sequence-independent lifting with respect to those obtained from sequential lifting.
KW - Cardinality constraint
KW - Cutting plane
KW - Knapsack
KW - Sequence-independent lifting
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U2 - 10.1016/j.disopt.2010.09.004
DO - 10.1016/j.disopt.2010.09.004
M3 - Article
AN - SCOPUS:79955573484
SN - 1572-5286
VL - 8
SP - 259
EP - 276
JO - Discrete Optimization
JF - Discrete Optimization
IS - 2
ER -