UCL Discovery
UCL home » Library Services » Electronic resources » UCL Discovery

An inverse problem for a one-dimensional time-fractional diffusion problem

Jin, B; Rundell, W; (2012) An inverse problem for a one-dimensional time-fractional diffusion problem. Inverse Problems , 28 (7) , Article 075010. 10.1088/0266-5611/28/7/075010. Green open access

[thumbnail of fde_inverse_rev.pdf] PDF
fde_inverse_rev.pdf

Download (1MB)

Abstract

Over the last two decades, anomalous diusion processes in which the mean squares variance grows slower or faster than that in a Gaussian process have found many applications. At a macroscopic level, these processes are adequately described by fractional dierential equations, which involves fractional derivatives in time or/and space. The fractional derivatives describe either history mechanism or long range interactions of particle motions at a microscopic level. The new physics can change dramatically the behavior of the forward problems. For example, the solution operator of the time fractional diusion diusion equation has only limited smoothing property, whereas the solution for the space fractional diusion equation may contain weakly singularity. Naturally one expects that the new physics will impact related inverse problems in terms of uniqueness, stability, and degree of ill-posedness. The last aspect is especially important from a practical point of view, i.e., stably reconstructing the quantities of interest. In this paper, we employ a formal analytic and numerical way, especially the two-parameter Mittag-Leer function and singular value decomposition, to examine the degree of ill-posedness of several \classical" inverse problems for fractional dierential equations involving a Djrbashian-Caputo fractional derivative in either time or space, which represent the fractional analogues of that for classical integral order dierential equations. We discuss four inverse problems, i.e., backward fractional diusion, sideways problem, inverse source problem and inverse potential problem for time fractional diusion, and inverse Sturm-Liouville problem, Cauchy problem, backward fractional diusion and sideways problem for space fractional diusion. It is found that contrary to the wide belief, the in uence of anomalous diusion on the degree of ill-posedness is not denitive: it can either signicantly improve or worsen the conditioning of related inverse problems, depending crucially on the specic type of given data and quantity of interest. Further, the study exhibits distinct new features of \fractional" inverse problems, and a partial list of surprising observations is given below. (a) Classical backward diusion is exponentially ill-posed, whereas time fractional backward diusion is only mildly ill-posed in the sense of norms on the domain and range spaces. However, this does not imply that the latter always allows a more eective reconstruction. (b) Theoretically, the time fractional sideways problem is severely ill-posed like its classical counterpart, but numerically can be nearly well-posed. (c) The classical Sturm-Liouville problem requires two pieces of spectral data to uniquely determine a general potential, but in the fractional case, one single Dirichlet spectrum may suce. (d) The space fractional sideways problem can be far more or far less ill-posed than the classical counterpart, depending on the location of the lateral Cauchy data. In many cases, the precise mechanism of these surprising observations is unclear, and awaits further analytical and numerical exploration, which requires new mathematical tools and ingenuities. Further, our ndings indicate fractional diusion inverse problems also provide an excellent case study in the dierences between theoretical ill-conditioning involving domain and range norms and the numerical analysis of a nite-dimensional reconstruction procedure. Throughout we will also describe known analytical and numerical results in the literature.

Type: Article
Title: An inverse problem for a one-dimensional time-fractional diffusion problem
Open access status: An open access version is available from UCL Discovery
DOI: 10.1088/0266-5611/28/7/075010
Publisher version: https://doi.org/10.1088/0266-5611/28/7/075010
Language: English
Additional information: © 2014 IOP Publishing Ltd. This is an author-created, un-copy edited version of an article accepted for publication in Inverse Problems. IOP Publishing Ltd is not responsible for any errors or omissions in this version of the manuscript or any version derived from it. The definitive publisher authenticated version is available online at 10.1088/0266-5611/28/7/075010.
Keywords: fractional inverse problem; fractional dierential equation; anomalous diusion; Djrbashian-Caputo fractional derivative; Mittag-Leer function.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/1452429
Downloads since deposit
1,078Downloads
Download activity - last month
Download activity - last 12 months
Downloads by country - last 12 months

Archive Staff Only

View Item View Item