Effective algorithm and heuristic for the generalized assignment problem

Effective algorithm and heuristic for the generalized assignment problem

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Article ID: iaor20051532
Country: Netherlands
Volume: 153
Issue: 1
Start Page Number: 184
End Page Number: 190
Publication Date: Feb 2004
Journal: European Journal of Operational Research
Authors: ,
Keywords: programming: branch and bound
Abstract:

We present new Branch-and-Bound algorithm for the generalized assignment problem. A standard subgradient method (SM), used at each node of the decision tree to solve the Lagrangian dual, provides an upper bound. Our key contribution in this paper is a new heuristic, applied at each iteration of the SM, which tries to exploit the solution of the relaxed problem, by solving a smaller generalized assignment problem. The feasible solution found is then subjected to a solution improvement heuristic. We consider processing the root node as a Lagrangian heuristic. Computational comparisons are made with new existing methods.

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