New MIP model for multiprocessor scheduling problem with communication delays

New MIP model for multiprocessor scheduling problem with communication delays

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Article ID: iaor20172921
Volume: 11
Issue: 6
Start Page Number: 1091
End Page Number: 1107
Publication Date: Aug 2017
Journal: Optimization Letters
Authors: , , , ,
Keywords: optimization, combinatorial optimization, communications, programming: integer, heuristics, networks, programming: mathematical
Abstract:

In this paper we consider scheduling tasks on a multiprocessor system, taking into account communication delays. We propose a new Mixed Integer Program (MIP) formulation that drastically reduces both the number of variables and the number of constraints, when compared to the best mathematical programming formulations from the literature. In addition, we propose pre‐processing procedures that generates cuts and bounds on all variables, reducing the solution space of the problem as well. Cuts are obtained by using forward and backward critical path method from project management field, while the upper bound is derived from the new greedy heuristic. Computational experience shows advantages of our approach.

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