Parallel interior-point method for linear and quadratic programs with special structure

Parallel interior-point method for linear and quadratic programs with special structure

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Article ID: iaor20023468
Country: United States
Volume: 110
Issue: 2
Start Page Number: 289
End Page Number: 313
Publication Date: Aug 2001
Journal: Journal of Optimization Theory and Applications
Authors: , ,
Keywords: programming: quadratic
Abstract:

This paper concerns the use of iterative solvers in interior-point methods for linear and quadratic programming problems. We state an adaptive termination rule for the inner iterative scheme and we prove the global convergence of the obtained algorithm, exploiting the theory developed for inexact Newton methods. This approach is promising for problems with special structure on parallel computers. We present an application on Cray T3E/256 and SGI Origin 2000/64 arising in stochastic linear programming and robust optimization, where the constraint matrix is block-angular and extremely large.

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