Abstract
In this paper, we present a systematic method to derive strong superadditive approximations of multidimensional lifting functions using single-dimensional superadditive functions. This constructive approach is based on the observation that, in many cases, the lifting function of a multidimensional problem can be expressed or approximated through the single-dimensional lifting function of some of its components. We then apply our approach to two variants of classical models and show that it yields an efficient procedure to derive strong valid inequalities.
This research is supported by NSF Grant DMI-03-48611.
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References
Atamtürk, A.: Flow pack facets of the single node fixed-charge flow polytope. Operations Research Letters 29, 107–114 (2001)
Atamtürk, A.: On the facets of the mixed-integer knapsack polyhedron. Mathematical Programming 98, 145–175 (2003)
Atamtürk, A.: Sequence independent lifting for mixed-integer programming. Operations Research 52, 487–490 (2004)
Balas, E.: Facets of the knapsack polytope. Mathematical Programming 8, 146–164 (1975)
Boland, N., Fricke, C., Froylandz, G., Sotirov, R.: Clique-based facets for the precedence constrained knapsack polyhedron. Technical report, The University of Melbourne, Australia (2005)
Boyd, E.: Polyhedral results for the precedence-constrained knapsack problem. Discrete Applied Mathematics 41, 185–201 (1993)
Crowder, H., Johnson, E., Padberg, M.: Solving large scale zero-one linear programming problem. Operations Research 31, 803–834 (1983)
Gu, Z., Nemhauser, G., Savelsbergh, M.: Lifted cover inequalities for 0-1 integer programs: computation. INFORMS Journal on Computing 10, 427–437 (1998)
Gu, Z., Nemhauser, G., Savelsbergh, M.: Lifted flow cover inequalities for mixed 0-1 integer programs. Mathematical Programming 85, 439–468 (1999)
Gu, Z., Nemhauser, G., Savelsbergh, M.: Sequence independent lifting in mixed integer programming. Journal of Combinatorial Optimization 4, 109–129 (2000)
Hammer, P., Johnson, E., Peled, U.: Facets of regular 0-1 polytopes. Mathematical Programming 8, 179–206 (1975)
Louveaux, Q., Wolsey, L.: Lifting, superadditivity, mixed integer rounding and single node flow sets revisited. 4OR 1, 173–207 (2003)
Marchand, H., Wolsey, L.: The 0-1 knapsack problem with a single continuous variable. Mathematical Programming 85, 15–33 (1999)
Nemhauser, G., Wolsey, L.: Integer and Combinatorial Optimization. Wiley, Chichester (1988)
Padberg, M.: On the facial structure of set packing polyhedra. Mathematical Programming 5, 199–215 (1973)
Padberg, M., Van Roy, T., Wolsey, L.: Valid inequalities for fixed charge problems. Mathematical Programming 33, 842–861 (1985)
Park, K., Park, S.: Lifting cover inequalities for the precedence-constrained knapsack problem. Discrete Applied Mathematics 72, 219–241 (1997)
Shebalov, S., Klabjan, D.: Sequence independent lifting for mixed integer programs with variable upper bounds. Mathematical Programming 105, 523–561 (2006)
van de Leensel, R.L.M.J., van Hoesel, C.P.M., van de Klundert, J.J.: Lifting valid inequalities for the precedence constrained knapsack problem. Mathematical Programming 86, 161–185 (1999)
Van Roy, T., Wolsey, L.: Solving mixed integer programming problems using automatic reformulation. Operations Research 35, 45–57 (1987)
Van Roy, T., Wolsey, L.: Valid inequalities for mixed 0-1 programs. Discrete Applied Mathematics 14, 199–213 (1986)
Wolsey, L.: Faces for a linear inequality in 0-1 variables. Mathematical Programming 8, 165–178 (1975)
Wolsey, L.: Facets and strong valid inequalities for integer programs. Operations Research 24, 367–372 (1976)
Wolsey, L.: Valid inequalities and superadditivity for 0/1 integer programms. Mathematics of Operations Research 2, 66–77 (1977)
Zeng, B., Richard, J.-P.P.: Sequentially lifted valid inequalities for 0–1 knapsack problem with disjoint cardinality constraints. Technical report, Purdue University (2006)
Zeng, B., Richard, J.-P.P.: Sequence independent lifting for 0–1 knapsack problem with disjoint cardinality constraints. Technical report, Purdue University (2006)
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Zeng, B., Richard, JP.P. (2007). A Framework to Derive Multidimensional Superadditive Lifting Functions and Its Applications. In: Fischetti, M., Williamson, D.P. (eds) Integer Programming and Combinatorial Optimization. IPCO 2007. Lecture Notes in Computer Science, vol 4513. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72792-7_17
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DOI: https://doi.org/10.1007/978-3-540-72792-7_17
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