In this paper we develop an adaptive procedure for the numerical solution of general, semilinear elliptic problems with possible singular perturbations. Our approach combines both prediction-type adaptive Newton methods and a linear adaptive finite element discretization (based on a robust a posteriori error analysis), thereby leading to a fully adaptive Newton--Galerkin scheme. Numerical experiments underline the robustness and reliability of the proposed approach for various examples.
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Amrein et al. (2015) studied this question.
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