Augmented Lagrangian method for large-scale linear programming problems

Augmented Lagrangian method for large-scale linear programming problems

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Article ID: iaor20061001
Country: United Kingdom
Volume: 20
Issue: 4/5
Start Page Number: 515
End Page Number: 524
Publication Date: Aug 2005
Journal: Optimization Methods & Software
Authors: , ,
Abstract:

The augmented Lagrangian and Newton methods are used to simultaneously solve the primal and dual linear programming problems. The proposed approach is applied to the primal linear programming problem with a very large number (∼106) of nonnegative variables and a moderate (∼103) number of equality-type constraints. Computation results such as the solution of a linear program with 10 million primal variables are presented.

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