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On the convergence of right transforming iterations for the numerical solution of PDE‐constrained optimization problems
Authors:Christopher Linsenmann
Institution:Institute for Mathematics, University of Augsburg, , D‐86159 Augsburg, Germany
Abstract:We present an iterative solver, called right transforming iterations (or right transformations), for linear systems with a certain structure in the system matrix, such as they typically arise in the framework of Karush–Kuhn–Tucker (KKT) conditions for optimization problems under PDE constraints. The construction of the right transforming scheme depends on an inner approximate solver for the underlying PDE subproblems. We give a rigorous convergence proof for the right transforming iterative scheme in dependence on the convergence properties of the inner solver. Provided that a fast subsolver is available, this iterative scheme represents an efficient way of solving first‐order optimality conditions. Numerical examples endorse the theoretically predicted contraction rates. Copyright © 2011 John Wiley & Sons, Ltd.
Keywords:right transforming iterations  iterative KKT solver  optimization problems with PDE constraints  asymptotic contraction rate
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