A semi-supervised recurrent-convolutional network with a seismic forward-model loss inverts elastic impedance on Marmousi 2 with 98% average correlation using only 10 labeled well logs.
Soares, 2017, Geostatistical methods for reservoir geophysics: Springer
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Semi-supervised Sequence Modeling for Elastic Impedance Inversion
A semi-supervised recurrent-convolutional network with a seismic forward-model loss inverts elastic impedance on Marmousi 2 with 98% average correlation using only 10 labeled well logs.