Global Geology 2014, 17(4) 238-242 DOI:     ISSN: 1673-9736 CN: 22-1371/P

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Keywords
full waveform inversion
Huber function
L- BFGS algorithm
anti- noise
Authors
WEI Yajie
HAN Liguo
DUAN Chaoran
WANG Hongye and GUO Kun
PubMed
Article by WEI Yajie
Article by HAN Liguo
Article by DUAN Chaoran
Article by WANG Hongye and GUO Kun

Study of frequency domain full waveform inversion based on
Huber norm and L- BFGS algorithm

WEI Yajie, HAN Liguo, DUAN Chaoran, WANG Hongye and GUO Kun

College of Geo- Exploration Science and Technology,Jilin University,Changchun 130026,China

Abstract

Full waveform inversion (FWI) is a high resolution inversion method,which can reveal detailed in- formation of the structure and lithology under complex geological background. It is limited by many kinds of noi- ses when the method applied to the real seismic data. Based on Huber function criterion,the objective function combinates the anti- noise of L 1 norm and the stability of L 2 norm in theory,the authors derive the gradient for- mula of the Huber function by using L- BFGS algorithm for FWI. The new method is proved by synthetic seismic data with the Gaussian noise and the impulse noise. Numerical test results show that L- BFGS algorithm is ap- plied to the frequency domain FWI with the convergence speed and high calculation accuracy,and can effec- tively reduce computer memory usage; and the Huber function is more robust and stable than L 2 norm even with the noises.

Keywords full waveform inversion   Huber function   L- BFGS algorithm   anti- noise  
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