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Sphere of Convergence of Newton's Method on Two Equivalent Systems from Nonlinear Programming
Authors:Villalobos  M C  Tapia  R A  Zhang  Y
Institution:(1) Assistant Professor, Department of Mathematics, University of Texas-Pan American, Edinburg, Texas;(2) Professor, Department of Computational and Applied Mathematics, Rice University, Houston, Texas
Abstract:We study a local feature of two interior-point methods: a logarithmic barrier function method and a primal-dual method. In particular, we provide an asymptotic analysis on the radius of the sphere of convergence of Newton's method on two equivalent systems associated with the two aforementioned interior-point methods for nondegenerate nonlinear programs. We show that the radii of the spheres of convergence have different asymptotic behavior, as the two methods attempt to follow a solution trajectory {x mgr} that, under suitable conditions, converges to a solution as mgr rarr 0. We show that, in the case of the barrier function method, the radius of the sphere of convergence of Newton's method is THgr (mgr), while for the primal-dual method the radius is bounded away from zero as mgr rarr 0. This work is an extension of the authors earlier work (Ref. 1) on linear programs.
Keywords:Newton's method  equivalent systems  Newton's interior-point method  sphere of convergence
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