Semismooth Newton Methods for Operator Equations in Function Spaces
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Abstract
We develop a semismoothness concept for nonsmooth superposition operators in function spaces. The considered class of operators includes NCP-function-based reformulations of infinite-dimensional nonlinear complementarity problems, and thus covers a very comprehensive class of applications. Our results generalize semismoothness and alpha-order semismoothness from finite-dimensional spaces to a Banach space setting. Hereby, a new generalized differential is used that can be seen as an extension of Qi's finite-dimensional C-subdifferential to our infinite-dimensional framework. We apply these semismoothness results to develop a Newton-like method for nonsmooth operator equations and prove its local q-superlinear convergence to regular solutions. If the underlying operator is alpha-order semismoothness, convergence of q-order 1+alpha is proved. We also establish the semismoothness of composite operators and develop corresponding chain rules. The developed theory is accompanied by illustrating examples and by applications to nonlinear complementarity problems.
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Ulbrich, Michael. "Semismooth Newton Methods for Operator Equations in Function Spaces." (2000) https://hdl.handle.net/1911/101940.