Optimal solution of set covering/partitioning problems using dual heuristics

Optimal solution of set covering/partitioning problems using dual heuristics

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Article ID: iaor1991292
Country: United States
Volume: 36
Issue: 6
Start Page Number: 674
End Page Number: 688
Publication Date: Jun 1990
Journal: Management Science
Authors: ,
Keywords: heuristics, lagrange multipliers, optimization
Abstract:

The authors present an algorithm for a mixed set covering/partitioning model that includes as special cases the well-known set covering problem and set partitioning problem. The novel feature of the present algorithm is the use of continuous heuristics applied to the dual of the linear programming relaxation to provide lower bounds for a branch and bound algorithm. The heuristics are continuous adaptations of the well-known greedy and 3-opt methods that have been applied to a variety of combinatorial optimization problems. The present algorithm has outperformed the current best set covering algorithm of Balas and Ho by about a factor of 3, and appears to improve on the best existing set partitioning algorithm by more than an order of magnitude.

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