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Convergence and regularization results for optimal control problems with sparsity functional

Convergence and regularization results for optimal control problems with sparsity functional

Optimization problems with convex but non-smooth cost functional subject to an elliptic partial differential equation are considered. The non-smoothness arises from a L1-norm in the objective functional. The problem is regularized to permit the use of the semi-smooth Newton method. Error estimates with respect to the regularization parameter are provided. …