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A trust region algorithm for nonsmooth optimization
Authors:T Bannert
Institution:(1) Institut für Numerische und Angewandte Mathematik, Georg-August-Universität Göttingen, Lotzestraße 16-18, D-37083 Göttingen, Germany
Abstract:A trust region algorithm is proposed for minimizing the nonsmooth composite functionF(x) = h(f(x)), wheref is smooth andh is convex. The algorithm employs a smoothing function, which is closely related to Fletcher's exact differentiable penalty functions. Global and local convergence results are given, considering convergence to a strongly unique minimizer and to a minimizer satisfying second order sufficiency conditions.
Keywords:Trust region  Nonsmooth optimization  Exact differentiable penalty function  Maratos effect
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