A cutting plane method from analytic centers for stochastic programming

A cutting plane method from analytic centers for stochastic programming

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Article ID: iaor19971128
Country: Netherlands
Volume: 69
Issue: 1
Start Page Number: 45
End Page Number: 73
Publication Date: Jul 1995
Journal: Mathematical Programming (Series A)
Authors: , , ,
Keywords: cutting plane algorithms
Abstract:

The stochastic linear programming problem with recourse has a dual block-angular structure. It can thus be handled by Benders’ decomposition or by Kelley’s method of cutting planes; equivalently the dual problem has a primal block-angular structure and can be handled by Dantzig-Wolfe decomposition-the two approaches are in fact identical by duality. Here the authors shall investigate the use of the method of cutting planes from analytic centers applied to similar formulations. The only signficant difference form the aforementioned methods is that new cutting planes (or columns, by duality) will be generated not from the optimum of the linear programming relaxation, but from the analytic center of the set of localization.

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