We consider the Sobolev embedding operator $E_s : H^s(\Omega) \to L_2(\Omega)$ and its role in the solution of inverse problems. In particular, we collect various properties and investigate different characterizations of its adjoint operator $E_s^*$, which is a common component in both iterative and variational regularization methods. These include variational representations and connections to boundary value problems, Fourier and wavelet representations, as well as connections to spatial filters. Moreover, we consider characterizations in terms of Fourier series, singular value decompositions and frame decompositions, as well as representations in finite dimensional settings. While many of these results are already known to researchers from different fields, a detailed and general overview or reference work containing rigorous mathematical proofs is still missing. Hence, in this paper we aim to fill this gap by collecting, introducing and generalizing a large number of characterizations of $E_s^*$ and discuss their use in regularization methods for solving inverse problems. The resulting compilation can serve both as a reference as well as a useful guide for its efficient numerical implementation in practice.
翻译:我们认为Sobolev 嵌入操作员 $E : (\\ OMega)\\ to L_2(\\ OMega)\ to L_2) 及其在解决反面问题中的作用。特别是,我们收集各种属性并调查其代理操作员的不同特征,这是迭代和变式正规化方法的一个共同组成部分,其中包括对边界值问题的变式表述和连接、Fourier和波盘表达以及与空间过滤器的连接。此外,我们还考虑Fourier系列的定性、单值分解和框架分解,以及在有限维度环境中的表述。虽然不同领域的研究人员已经知道许多这些结果,但包含严格数学证据的详细和一般性概述或参考工作仍然缺失。因此,在本文中,我们的目的是通过收集、引入和概括大量E_s ⁇ 的定性,并讨论这些特征在正统化方法中用于解决反面问题的用途。 由此产生的汇编可以作为参考,作为有效数字实践的有用指南。