Andreas Neubauer, Herbert Egger,
"Preconditioning Landweber iteration in Hilbert scales"
, in Numerische Mathematik, Vol. 101, Seite(n) 643-662, 2005, ISSN: 0029-599X
Original Titel:
Preconditioning Landweber iteration in Hilbert scales
Sprache des Titels:
Englisch
Original Kurzfassung:
In this paper we investigate convergence of Landweber iteration in Hilbert scales for linear and nonlinear inverse problems. As opposed to the usual application of Hilbert scales in the framework of regularization methods, we focus
here on the case s ≤ 0, which (for Tikhonov regularization) corresponds to regularization in a weaker norm. In this case, the Hilbert scale operator L^{−2s} appearing
in the iteration acts as a preconditioner, which significantly reduces the number of iterations needed to match an appropriate stopping criterion. Additionally, we
carry out our analysis under significantly relaxed conditions, i.e., we only require
|| T x || ≤ M ||x||_{−a}
instead of ||T x|| ∼ ||x||_{−a}, which is the usual condition for regularization in Hilbert scales. The assumptions needed for our analysis are verified for several examples and numerical results are presented illustrating the theoretical ones.