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OpenFWI: Benchmark Seismic Datasets for Machine Learning-Based Full Waveform Inversion

Nov 04, 2021
Chengyuan Deng, Yinan Feng, Shihang Feng, Peng Jin, Xitong Zhang, Qili Zeng, Youzuo Lin

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Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop

Oct 14, 2021
Peng Jin, Xitong Zhang, Yinpeng Chen, Sharon Xiaolei Huang, Zicheng Liu, Youzuo Lin

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Making Invisible Visible: Data-Driven Seismic Inversion with Physics-Informed Data Augmentation

Jun 23, 2021
Yuxin Yang, Xitong Zhang, Qiang Guan, Youzuo Lin

* 13 pages, 12 figures, submitted to IEEE Transactions on Geoscience and Remote Sensing 

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Connect the Dots: In Situ 4D Seismic Monitoring of CO$_2$ Storage with Spatio-temporal CNNs

May 25, 2021
Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, Youzuo Lin

* 15 pages, 13 figures 

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MagNet: A Magnetic Neural Network for Directed Graphs

Feb 22, 2021
Xitong Zhang, Nathan Brugnone, Michael Perlmutter, Matthew Hirn

* 14 pages, 4 figures, 8 tables 

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