Exact penalties for variational inequalities with applications to nonlinear complementarity problems

Exact penalties for variational inequalities with applications to nonlinear complementarity problems

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Article ID: iaor20108952
Volume: 47
Issue: 3
Start Page Number: 401
End Page Number: 429
Publication Date: Nov 2010
Journal: Computational Optimization and Applications
Authors: ,
Abstract:

In this paper, we present a new reformulation of the KKT system associated to a variational inequality as a semismooth equation. The reformulation is derived from the concept of differentiable exact penalties for nonlinear programming. The best theoretical results are presented for nonlinear complementarity problems, where simple, verifiable, conditions ensure that the penalty is exact. We close the paper with some preliminary computational tests on the use of a semismooth Newton method to solve the equation derived from the new reformulation. We also compare its performance with the Newton method applied to classical reformulations based on the Fischer‐Burmeister function and on the minimum. The new reformulation combines the best features of the classical ones, being as easy to solve as the reformulation that uses the Fischer‐Burmeister function while requiring as few Newton steps as the one that is based on the minimum.

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