Characterizations of variational source conditions, converse results, and maxisets of spectral regularization methods

Autor: Hohage, Thorsten, Weidling, Frederic
Rok vydání: 2016
Předmět:
Zdroj: SIAM J. Numer. Anal. 55, 598-620, 2017
Druh dokumentu: Working Paper
DOI: 10.1137/16M1067445
Popis: We describe a general strategy for the verification of variational source condition by formulating two sufficient criteria describing the smoothness of the solution and the degree of ill-posedness of the forward operator in terms of a family of subspaces. For linear deterministic inverse problems we show that variational source conditions are necessary and sufficient for convergence rates slower than the square root of the noise level. A similar result is shown for linear inverse problems with white noise. If the forward operator can be written in terms of the functional calculus of a Laplace-Beltrami operator, variational source conditions can be characterized by Besov spaces. This is discussed for a number of prominent inverse problems.
Databáze: arXiv