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physics.geo-ph2020★ 13 cited
Data-driven geophysics: from dictionary learning to deep learning
Siwei Yu, Jianwei Ma
Understanding the principles of geophysical phenomena is an essential and challenging task. "Model-driven" approaches have supported the development of geophysics for a long time;…
physics.geo-ph2018
Deep learning for denoising
Siwei Yu, Jianwei Ma, Wenlong Wang
Compared with traditional seismic noise attenuation algorithms that depend on signal models and their corresponding prior assumptions, removing noise with a deep neural network is…