On a new notion of the solution to an ill-posed problem

preprint2010arXivOpen access

Abstract

A new understanding of the notion of the stable solution to ill-posed problems is proposed. The new notion is more realistic than the old one and better fits the practical computational needs. A method for constructing stable solutions in the new sense is proposed and justified. The basic point is: in the traditional definition of the stable solution to an ill-posed problem Au=fAu=f, where AA is a linear or nonlinear operator in a Hilbert space HH, it is assumed that the noisy data {fδ,δ}\{f_δ, δ\} are given, ∣∣f−fδ∣∣≤δ||f-f_δ||\leq δ, and a stable solution $u_\d:=R_\d f_\d$ is defined by the relation $\lim_{\d\to 0}||R_\d f_\d-y||=0$, where yy solves the equation Au=fAu=f, i.e., Ay=fAy=f. In this definition yy and ff are unknown. Any $f\in B(f_\d,\d)$ can be the exact data, where $B(f_\d,\d):=\{f: ||f-f_δ||\leq δ\}$.The new notion of the stable solution excludes the unknown yy and ff from the definition of the solution.

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