Identification of Discontinuous Coefficients in Elliptic Problems Using Total Variation Regularization

نویسندگان

  • Tony F. Chan
  • Xue-Cheng Tai
چکیده

We propose several formulations for recovering discontinuous coefficients in elliptic problems by using total variation (TV) regularization. The motivation for using TV is its wellestablished ability to recover sharp discontinuities. We employ an augmented Lagrangian variational formulation for solving the output-least-squares inverse problem. In addition to the basic outputleast-squares formulation, we introduce two new techniques for handling large observation errors. First, we use a filtering step to remove as much of the observation error as possible. Second, we introduce two extensions of the output-least-squares model; one model employs observations of the gradient of the state variable while the other uses the flux. Numerical experiments indicate that the combination of these two techniques enables us to successfully recover discontinuous coefficients even under large observation errors.

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عنوان ژورنال:
  • SIAM J. Scientific Computing

دوره 25  شماره 

صفحات  -

تاریخ انتشار 2003