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Combining Column Generation and Lagrangian Relaxation

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Author Info
Huisman, D.
Jans, R.F.
Peeters, M.
Wagelmans, A.P.M. (Erasmus Research Institute of Management (ERIM), RSM Erasmus University)

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Abstract

Although the possibility to combine column generation and Lagrangian relaxation has been known for quite some time, it has only recently been exploited in algorithms. In this paper, we discuss ways of combining these techniques. We focus on solving the LP relaxation of the Dantzig-Wolfe master problem. In a first approach we apply Lagrangian relaxation directly to this extended formulation, i.e. no simplex method is used. In a second one, we use Lagrangian relaxation to generate new columns, that is Lagrangian relaxation is applied to the compact for-mulation. We will illustrate the ideas behind these algorithms with an application in Lot-sizing. To show the wide applicability of these techniques, we also discuss applications in integrated vehicle and crew scheduling, plant location and cutting stock problems.

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Paper provided by Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam. in its series Research Paper with number ERS-2003-092-LIS Revision_Date: 2009-07-29.

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Date of creation: 01 Jan 2003
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Handle: RePEc:dgr:eureri:30001228

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Related research
Keywords: column generation; Lagrangean relaxation; lotsizing; vehicle and crew scheduling; cutting stock problem;

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. D. Huisman & R. Freling & A.P.M. Wagelmans, 2003. "Multiple-depot integrated vehicle and crew scheduling," Econometric Institute Report 302, Erasmus University Rotterdam, Econometric Institute. [Downloadable!]
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  2. Freling, R. & Huisman, D. & Wagelmans, A.P.M., 2000. "Models and algorithms for Integration of Vehicle and Crew Scheduling," Research Paper ERS-2000-14-LIS Revision_, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus Uni. [Downloadable!]
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  3. Cattrysse, Dirk. G. & Salomon, Marc & Van Wassenhove, Luk N., 1994. "A set partitioning heuristic for the generalized assignment problem," European Journal of Operational Research, Elsevier, vol. 72(1), pages 167-174, January. [Downloadable!] (restricted)
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  1. Eliashberg, J. & Hegie, Q. & Ho, J. & Huisman, D. & Miller, S.J. & Swami, S. & Weinberg, C.B. & Wierenga, B., 2007. "Demand-Driven Scheduling of Movies in a Multiplex," Research Paper ERS-2007-033-MKT Revision, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus Uni. [Downloadable!]
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