Primal-Dual Extragradient Methods for Nonlinear Nonsmooth PDE-Constrained Optimization
@article{Clason2017PrimalDualEM, title={Primal-Dual Extragradient Methods for Nonlinear Nonsmooth PDE-Constrained Optimization}, author={Christian Clason and T. Valkonen}, journal={SIAM J. Optim.}, year={2017}, volume={27}, pages={1314-1339} }
We study the extension of the Chambolle--Pock primal-dual algorithm to nonsmooth optimization problems involving nonlinear operators between function spaces. Local convergence is shown under technical conditions including metric regularity of the corresponding primal-dual optimality conditions. We also show convergence for a Nesterov-type accelerated variant provided one part of the functional is strongly convex.
We show the applicability of the accelerated algorithm to examples of inverse… CONTINUE READING
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