Title of article :
Total variation regularization for the reconstruction of a mountain topography
Author/Authors :
Dou، نويسنده , , Yi-Xin and Han، نويسنده , , Bo، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Pages :
20
From page :
1
To page :
20
Abstract :
The aim of this paper is to reconstruct a paleo mountain topography using a total variation (TV) regularization. A coupled system integrates the tectonic process with the surface process to simulate the evolution of a paleo mountain topography. The tectonic process and the surface process are described by a 3D convection–diffusion equation and a 2D convection–diffusion equation, respectively. We recover a piecewise smooth velocity field for the tectonic process as well as reconstruct a piecewise smooth mountain topography for the surface process using a TV regularization in an iterative fashion. The effects of the number of samples and of wavelengths on inversions are investigated. In our numerical experiments, we shall experience three difficulties: (I) recovering a large quantity of information from the limited amount of measurement data; (II) detecting sharp features; (III) choosing a properly initial guess value for a TV regularization. The numerical experiments show that a TV regularization is an efficient and stable algorithm.
Keywords :
Total variation regularization , Tectonic process , Inverse problem , Convection–diffusion equation , Surface process
Journal title :
Applied Numerical Mathematics
Serial Year :
2012
Journal title :
Applied Numerical Mathematics
Record number :
1529767
Link To Document :
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