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Lifting for the integer knapsack cover polyhedron

Author

Listed:
  • Wei-Kun Chen

    (Beijing Institute of Technology)

  • Liang Chen

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Yu-Hong Dai

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

Abstract

We consider the integer knapsack cover polyhedron which is the convex hull of the set consisting of n-dimensional nonnegative integer vectors that satisfy one linear constraint. We study the sequentially lifted (SL) inequality, derived by the sequential lifting from a seed inequality containing a single variable, and provide bounds on the lifting coefficients, which is useful in solving the separation problem of the SL inequalities. The proposed SL inequality is shown to dominate the well-known mixed integer rounding (MIR) inequality under certain conditions. We show that the problem of computing the coefficients for an SL inequality is $$\mathcal{N}\mathcal{P}$$ N P -hard but can be solved by a pseudo-polynomial time algorithm. As a by-product of analysis, we provide new conditions to guarantee the MIR inequality to be facet-defining for the considered polyhedron and prove that in general, the problem of deciding whether an MIR inequality defines a facet is $$\mathcal{N}\mathcal{P}$$ N P -complete. Finally, we perform numerical experiments to evaluate the performance and impact of using the proposed SL inequalities as cutting planes in solving mixed integer linear programming problems. Numerical results demonstrate that the proposed SL cuts are much more effective than the MIR cuts in terms of strengthening the problem formulation and improving the solution efficiency. Moreover, when applied to solve random and real application problems, the proposed SL cuts demonstrate the benefit in reducing the solution time.

Suggested Citation

  • Wei-Kun Chen & Liang Chen & Yu-Hong Dai, 2023. "Lifting for the integer knapsack cover polyhedron," Journal of Global Optimization, Springer, vol. 86(1), pages 205-249, May.
  • Handle: RePEc:spr:jglopt:v:86:y:2023:i:1:d:10.1007_s10898-022-01252-x
    DOI: 10.1007/s10898-022-01252-x
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    References listed on IDEAS

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    1. Pochet, Y. & Wolsey, L. A., 1995. "Integer knapsack and flow covers with divisible coefficients: polyhedra, optimization and separation," LIDAM Reprints CORE 1149, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    2. Eitan Zemel, 1989. "Easily Computable Facets of the Knapsack Polytope," Mathematics of Operations Research, INFORMS, vol. 14(4), pages 760-764, November.
    3. WOLSEY, Laurence A. & YAMAN, H., 2016. "Continuous Knapsack Sets with Divisible Capacities," LIDAM Reprints CORE 2730, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    4. Laurence A. Wolsey, 1976. "Technical Note—Facets and Strong Valid Inequalities for Integer Programs," Operations Research, INFORMS, vol. 24(2), pages 367-372, April.
    5. MARCHAND, Hugues & WOLSEY, Laurence A., 1999. "The 0-1 Knapsack problem with a single continuous variable," LIDAM Reprints CORE 1390, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    6. MARCHAND, Hugues & WOLSEY, Laurence A., 2001. "Aggregation and mixed integer rounding to solve mips," LIDAM Reprints CORE 1513, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    7. CERIA, Sebastian & CORDIER, Cécile & MARCHAND, Hugues & WOLSEY, Laurence A., 1998. "Cutting planes for integer programs with general integer variables," LIDAM Reprints CORE 1334, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    8. Harlan Crowder & Ellis L. Johnson & Manfred Padberg, 1983. "Solving Large-Scale Zero-One Linear Programming Problems," Operations Research, INFORMS, vol. 31(5), pages 803-834, October.
    9. Zonghao Gu & George L. Nemhauser & Martin W. P. Savelsbergh, 1998. "Lifted Cover Inequalities for 0-1 Integer Programs: Computation," INFORMS Journal on Computing, INFORMS, vol. 10(4), pages 427-437, November.
    10. WOLSEY, Laurence A., 1976. "Facets and strong valid inequalities for integer programs," LIDAM Reprints CORE 246, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    11. Hugues Marchand & Laurence A. Wolsey, 2001. "Aggregation and Mixed Integer Rounding to Solve MIPs," Operations Research, INFORMS, vol. 49(3), pages 363-371, June.
    12. Yaman, Hande & Sen, Alper, 2008. "Manufacturer's mixed pallet design problem," European Journal of Operational Research, Elsevier, vol. 186(2), pages 826-840, April.
    13. Christopher Hojny & Tristan Gally & Oliver Habeck & Hendrik Lüthen & Frederic Matter & Marc E. Pfetsch & Andreas Schmitt, 2020. "Knapsack polytopes: a survey," Annals of Operations Research, Springer, vol. 292(1), pages 469-517, September.
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