A class of regularization schemes for linear ill-posed problems in Banach spaces under low order source conditions

Fuente: arXiv
Saved in:
Bibliographic Details
Main Author: Plato, Robert
Format: Preprint
Published: 2025
Subjects:
Online Access:
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1866916937111437312
author Plato, Robert
author_facet Plato, Robert
contents In this work we consider, in a Banach space framework, the regularization of linear ill-posed problems. Our focus is on the recovery of solutions that have a logarithmic source representation. Such cases typically occur in exponentially ill-posed problems like the backwards heat equation. The mathematical framework on logarithms of operators is provided, and convergence rates for a class of parametric regularization schemes are deduced. This class includes the iterated version of Lavrentiev's method and the method of the abstract Cauchy problem. The presentation includes both a priori and a posteriori parameter choice strategies. Finally, we present an example for a logarithmic source representable function with respect to the integration operator.
format Preprint
id arxiv_https___arxiv_org_abs_2509_05418
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle A class of regularization schemes for linear ill-posed problems in Banach spaces under low order source conditions
Plato, Robert
Numerical Analysis
65J20 65J22 47D06 26A33
In this work we consider, in a Banach space framework, the regularization of linear ill-posed problems. Our focus is on the recovery of solutions that have a logarithmic source representation. Such cases typically occur in exponentially ill-posed problems like the backwards heat equation. The mathematical framework on logarithms of operators is provided, and convergence rates for a class of parametric regularization schemes are deduced. This class includes the iterated version of Lavrentiev's method and the method of the abstract Cauchy problem. The presentation includes both a priori and a posteriori parameter choice strategies. Finally, we present an example for a logarithmic source representable function with respect to the integration operator.
title A class of regularization schemes for linear ill-posed problems in Banach spaces under low order source conditions
topic Numerical Analysis
65J20 65J22 47D06 26A33
url https://arxiv.org/abs/2509.05418