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Convergence rates of iterated Tikhonov regularized solutions of nonlinear ill-posed problems - MaRDI portal

Convergence rates of iterated Tikhonov regularized solutions of nonlinear ill-posed problems (Q1326481)

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scientific article; zbMATH DE number 569184
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Convergence rates of iterated Tikhonov regularized solutions of nonlinear ill-posed problems
scientific article; zbMATH DE number 569184

    Statements

    Convergence rates of iterated Tikhonov regularized solutions of nonlinear ill-posed problems (English)
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    7 July 1994
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    Iterated Tikhonov regularization for the solution of nonlinear ill-posed problems is investigated. In the case of linear ill-posed problems it is well-known that (under appropriate assumptions) the \(n\)-th iterated regularized solutions can converge like \(O(\delta^{{2n \over 2n+1}})\), where \(\delta\) denotes the noise level of the data perturbation. Conditions are given that guarantee this convergence rate also for nonlinear ill-posed problems, and these conditions are motivated by the mapping degree. The results are derived by a comparison of the iterated regularized solutions of the nonlinear problem with the iterated regularized solutions of its linearization. Numerical examples are presented.
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    iterated Tikhonov regularization
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    numerical examples
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    inverse problems
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    parameter identification
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    nonlinear ill-posed problems
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    convergence rate
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