Self-Supervised Deep Learning for Nonlinear Seismic Full Waveform Inversion

Author:

Gao Zhaoqi1ORCID,Yang Wei1,Li Chuang1ORCID,Li Feipeng1ORCID,Wang Qingzhen2,Ding Jicai2,Gao Jinghuai1ORCID,Xu Zongben3

Affiliation:

1. School of Information and Communications Engineering and the National Engineering Laboratory for Offshore Oil Exploration, Xi’an Jiaotong University, Xi’an, Shaanxi, China

2. CNOOC Research Institute Ltd., Beijing, China

3. School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, Shaanxi, China

Funder

National Key Research and Development Program of the Ministry of Science and Technology of China

Fundamental Research Funds for the Central Universities

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Earth and Planetary Sciences,Electrical and Electronic Engineering

Reference34 articles.

1. Seismic interferometry by crosscorrelation and by multidimensional deconvolution: a systematic comparison

2. U-Net: Convolutional networks for biomedical image segmentation;ronneberger;Proc Int Conf Med Image Comput Comput -Assist Intervent,2015

3. A novel full waveform inversion method based on a time-shift nonlinear operator;gao;Geophys J Int,2017

4. A review of the adjoint-state method for computing the gradient of a functional with geophysical applications

5. Passive-source multitaper-spectral method based low-frequency data reconstruction for active seismic sources

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