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Journal of Computational and Applied Mathematics
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Journal of Computational and Applied Mathematics
Article . 2011
License: Elsevier Non-Commercial
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Journal of Computational and Applied Mathematics
Article . 2011 . Peer-reviewed
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Article . 2011
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Projected gradient iteration for nonlinear operator equation

Authors: Wei Huang; Di-Rong Chen;

Projected gradient iteration for nonlinear operator equation

Abstract

The article deals with the following iterative method \[ x^{(n+1)} = \text{arg} \, \min_{w \in B_{R,p}} \;F_{\alpha^{(n)}}(w,x^{(n)}), \] where \(F_\alpha(w,x) = \Delta(w) - \|F(w) - F(x)\|_H^2 + \frac1\alpha \, \|w - x\|_2^2\), \(\Delta(x) = \|AS^*(x) - y\|_H^2\), for solving a nonlinear equation \(A(f) = y\), where \(A\) is a possibly ill-posed operator from \(X\) to \(H\). The operator \(F\) is defined as \(F = AS^*\), where \(S^*\) is some special operator from \(\ell_2({\mathbb Z}) \to X\). The main theorem describes conditions under which, for a weak accumulation point of \((x^{(n)})\), there exists a subsequence \((x^{(n_j)})\) converging to this accumulation point. In the end of the article the equation \[ \int_0^s x(s - t)x(t) \, dt = y(s) \] is considered. It should be remarked that the article is really unreadable and written in an awful manner; the authors begin from the equation \(A(f) = y\), then they deal with operator \(F = AS^*\), then \(F\) is simply a nonlinear operator supposedly between Hilbert space \(X\) and \(Y\), but this \(Y\) after some time turns into \(H\) and so on.

Related Organizations
Keywords

Other nonlinear integral equations, Numerical solutions of ill-posed problems in abstract spaces; regularization, Projected gradient iteration, Shrinkage operator, Numerical solutions to equations with nonlinear operators, projected gradient iteration, Applied Mathematics, Nonlinear ill-posed problems, Fréchet differentiable, Numerical methods for integral equations, ill-posed nonlinear operator equation, Computational Mathematics, Iterative procedures involving nonlinear operators, Fréchet differentiability, ℓp-norm constrain, \(\ell_p\)-norm constraint, shrinkage operator

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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