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Tomographic inversion using ℓ1-norm regularization of wavelet coefficients
Authors:Ignace Loris  Guust Nolet  Ingrid Daubechies  F A Dahlen
Institution:Program in Applied and Computational Mathematics, Princeton University, Princeton, NJ, USA;Dienst Theoretische Natuurkunde, Vrije Universiteit Brussel, Brussels, Belgium. E-mail:;Department of Geosciences, Princeton University, Princeton, NJ, USA
Abstract:We propose the use of ?1 regularization in a wavelet basis for the solution of linearized seismic tomography problems   A m = d   , allowing for the possibility of sharp discontinuities superimposed on a smoothly varying background. An iterative method is used to find a sparse solution m that contains no more fine-scale structure than is necessary to fit the data d to within its assigned errors.
Keywords:inverse problem  one-norm  sparsity  tomography  wavelets
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