Identification of Discontinuous Coefficients in Elliptic Problems Using Total Variation Regularization
نویسندگان
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.
منابع مشابه
Identification of Discontinuous Coefficients from Elliptic Problems Using Total Variation Regularization
We propose several formulations for recovering discontinous coeecient of elliptic problems by using total variation (TV) regularization. The motivation for using TV is its well-established 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 output-least-squares formulat...
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ورودعنوان ژورنال:
- SIAM J. Scientific Computing
دوره 25 شماره
صفحات -
تاریخ انتشار 2003