Abstract
Chvátal-Gomory cuts are among the most well-known classes of cutting planes for general integer linear programs (ILPs). In case the constraint multipliers are either 0 or \(\frac{1}{2}\), such cuts are known as \({\{0,\frac{1}{2}\}}\)-cuts. It has been proven by Caprara and Fischetti [7] that separation of \({\{0,\frac{1}{2}\}}\)-cuts is \(\mathcal{NP}\)-hard.
In this paper, we study ways to separate \({\{0,\frac{1}{2}\}}\)-cuts effectively in practice. We propose a range of preprocessing rules to reduce the size of the separation problem. The core of the preprocessing builds a Gaussian elimination-like procedure. To separate the most violated \({\{0,\frac{1}{2}\}}\)-cut, we formulate the (reduced) problem as integer linear program and develop some simple heuristic separation routines.
Computational experiments on benchmark instances show that the combination of preprocessing with exact and/or heuristic separation is a very vital idea to generate strong generic cutting planes for integer linear programs and to reduce the overall computation times of state-of-the-art ILP-solvers.
Most of the research has been carried out while the first and second author were at Zuse Institute Berlin (ZIB). The first author has been supported by the DFG research group “Algorithms, Structure, Randomness” (Grant number GR 883/9-3, GR 883/9-4) during that time.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Achterberg, T.: SCIP – a framework to integrate constraint and mixed integer programming. ZIB-Report 04–19, Zuse Institute Berlin (2004), http://www.zib.de/Publications/abstracts/ZR-04-19/
Achterberg, T., Berthold, T., Koch, T., Martin, A., Wolter, K.: SCIP (Solving Constraint Integer Programs) (2006), http://scip.zib.de/
Achterberg, T., Koch, T., Martin, A.: MIPLIB 2003 (2003), http://miplib.zib.de
Andreello, G., Caprara, A., Fischetti, M.: Embedding cuts in a branch&cut framework: a computational study with \({\{0,\frac{1}{2}\}}\)-cuts. Technical report, University of Padova (2003)
Bixby, R., Reinelt, G.: TSPLIB, http://elib.zib.de/pub/mp-testdata/tsp/tsplib/tsplib.html
Bixby, R.E., Ceria, S., McZeal, C.M., Savelsbergh, M.W.P.: MIPLIB 3.0, http://www.caam.rice.edu/~bixby/miplib/miplib.html
Caprara, A., Fischetti, M.: {0,1/2}-Chvátal-Gomory cuts. Mathematical Programming 74, 221–235 (1996)
Caprara, A., Fischetti, M.: Odd cut-sets, odd cycles, and 0 − 1/2 Chvátal-Gomory cuts. Ricerca Operativa 26, 51–80 (1996)
Caprara, A., Fischetti, M., Letchford, A.N.: On the separation of maximally violated mod-k cuts. Mathematical Programming 87, 37–56 (2000)
Chvátal, V.: Edmonds polytopes and a hierarchy of combinatorial problems. Discrete Mathematics 4, 305–337 (1973)
Edmonds, J., Johnson, E.L.: Matching: a well-solved class of integer linear programs. In: Guy, R.K., Hanani, H., Sauer, N. (eds.) Combinatorial Structures and Their Applications, pp. 80–92. Gordon and Breach, New York (1970)
Fiorini, S.: \(\{0,\frac{1}{2}\}\)-cuts and the linear ordering problem: Surfaces that define facets. SIAM Journal on Discrete Mathematics 20(4), 893–912 (2006)
Fischetti, M., Lodi, A.: Optimizing over the first Chvátal closure. Math. Programming 110(1), 3–20 (2007)
Gomory, R.E.: Outline of an algorithm for integer solutions to linear programs. Bulletin of the American Mathematical Society 64, 275–278 (1958)
Gomory, R.E.: An algorithm for integer solutions to linear programs. In: Graves, R.L., Wolfe, P. (eds.) Recent Advances in Mathematical Programming, pp. 269–302. McGraw-Hill, New York (1963)
ILOG. CPLEX version 10.0 (2006), http://www.ilog.com/products/cplex
Koster, A.M.C.A., Zymolka, A.: Stable Multi-Sets. Mathematical Methods of Operations Research 56(1), 45–65 (2002)
Koster, A.M.C.A., Zymolka, A.: On cycles and the stable multi-set polytope. Discrete Optimization 2(3), 241–255 (2005)
Koster, A.M.C.A., Zymolka, A., Kutschka, M.: Algorithms to separate \(\{0,\frac{1}{2}\}\)-Chvátal-Gomory cuts. ZIB-Report 07–10, Zuse Institute Berlin (2007), http://www.zib.de/Publications/abstracts/ZR-07-10/
Padberg, M.: On the facial structure of set packing polyhedra. Mathematical Programming 5, 199–215 (1973)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Koster, A.M.C.A., Zymolka, A., Kutschka, M. (2007). Algorithms to Separate \({\{0,\frac{1}{2}\}}\)-Chvátal-Gomory Cuts. In: Arge, L., Hoffmann, M., Welzl, E. (eds) Algorithms – ESA 2007. ESA 2007. Lecture Notes in Computer Science, vol 4698. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-75520-3_61
Download citation
DOI: https://doi.org/10.1007/978-3-540-75520-3_61
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-75519-7
Online ISBN: 978-3-540-75520-3
eBook Packages: Computer ScienceComputer Science (R0)