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Iterative L1 deconvolution

Gilles Darche

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ABSTRACT

An alternative to the classical Wiener deconvolution is to minimize the L1 norm of the residuals rather than their L2 norm. This minimization is achieved by using an iteratively reweighted least-squares algorithm, which finds L1 minima, starting from L2 minima. The solution found by this algorithm is still close to the result of the L2 deconvolution, and does not resolve the indeterminacy of the phase of the seismic wavelet. However, this algorithm shows the efficiency of L1 deconvolution in presence of noise bursts in the seismic data, and could be used for more general noise problems.



 
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Stanford Exploration Project
1/13/1998