A parametric level set based collage method for an inverse problem in elliptic partial differential equations

Guangliang Lin, Xiaoliang Cheng, Ye Zhang*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

22 Citations (Scopus)

Abstract

In this work, based on the collage theorem, we develop a new numerical approach to reconstruct the locations of discontinuity of the conduction coefficient in elliptic partial differential equations (PDEs) with inaccurate measurement data and coefficient value. For a given conductivity coefficient, one can construct a contraction mapping such that its fixed point is just the gradient of a solution to the elliptic system. Therefore, the problem of reconstructing a conductivity coefficient in PDEs can be considered as an approximation of the observation data by the fixed point of a contraction mapping. By collage theorem, we translate it to seek a contraction mapping that keeps the observation data as close as possible to itself, which avoids solving adjoint problems when applying the gradient descent method to the corresponding optimization problem. Moreover, the total variation regularizing strategy is applied to tackle the ill-posedness and the parametric level set technique is adopted to represent the discontinuity of the conductivity coefficient. Various numerical simulations are given to show the efficiency of the proposed method.

Original languageEnglish
Pages (from-to)101-121
Number of pages21
JournalJournal of Computational and Applied Mathematics
Volume340
DOIs
Publication statusPublished - 1 Oct 2018
Externally publishedYes

Keywords

  • Collage theorem
  • Inverse problem
  • Parametric level set
  • Partial differential equations
  • Regularization
  • Total variation

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