New results for variational regularization with oversmoothing penalty term in Banach spaces

04/29/2023
by   Bernd Hofmann, et al.
0

In this article on variational regularization for ill-posed nonlinear problems, we are once again discussing the consequences of an oversmoothing penalty term. This means in our model that the searched-for solution of the considered nonlinear operator equation does not belong to the domain of definition of the penalty functional. In the past years, such variational regularization has been investigated comprehensively in Hilbert scales, but rarely in a Banach space setting. Our present results try to establish a theoretical justification of oversmoothing regularization in Banach scales. This new study includes convergence rates results for a priori and a posteriori choices of the regularization parameter, both for Hölder-type smoothness and low order-type smoothness. An illustrative example is intended to indicate the specificity of occurring non-reflexive Banach spaces.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/04/2022

Variational regularization with oversmoothing penalty term in Banach spaces

In the present work, we discuss variational regularization for ill-posed...
research
03/04/2022

Convergence Rates for Oversmoothing Banach Space Regularization

This paper studies Tikhonov regularization for finitely smoothing operat...
research
12/21/2020

Nonlinear Tikhonov regularization in Hilbert scales with oversmoothing penalty: inspecting balancing principles

The analysis of Tikhonov regularization for nonlinear ill-posed equation...
research
12/27/2022

Analysis of the discrepancy principle for Tikhonov regularization under low order source conditions

We study the application of Tikhonov regularization to ill-posed nonline...
research
05/29/2020

Maximal Spaces for Approximation Rates in ℓ^1-regularization

We study Tikhonov regularization for possibly nonlinear inverse problems...
research
12/29/2020

Estimating solution smoothness and data noise with Tikhonov regularization

A main drawback of classical Tikhonov regularization is that often the p...
research
07/01/2021

A variational non-linear constrained model for the inversion of FDEM data

Reconstructing the structure of the soil using non invasive techniques i...

Please sign up or login with your details

Forgot password? Click here to reset