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I demonstrate that the conventional seismic full-waveform inversion algorithm can be constructed as a recurrent neural network and so implemented using deep learning software such as TensorFlow.
Algorithm 778: L-BFGS-B: Fortran subroutines for large-scale bound-constrained optimization
Ciyou Zhu, Richard H Byrd, Peihuang Lu, and Jorge Nocedal · 1997
Earlier work this paper cites.
A review of the adjoint-state method for computing the gradient of a functional with geophysical applications
René-Edouard Plessix · 2006
Earlier work this paper cites.
Fast full waveform inversion with random shot decimation
Esteban Díaz and Antoine Guitton · 2011
Earlier work this paper cites.
SEAM Phase 1: Challenges of subsalt imaging in tertiary basins, with emphasis on deepwater Gulf of Mexico
Michael Fehler and P Joseph Keliher · 2011
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik Kingma and Jimmy Ba · 2014
Earlier work this paper cites.
Dropout: a simple way to prevent neural networks from overfitting
Nitish Srivastava, Geoffrey E Hinton, Alex Krizhevsky, Ilya Sutskever, and Ruslan Salakhutdinov · 2014
Cited alongside, same era.
TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng · 2015
Cited alongside, same era.
Deep learning
Yann LeCun, Yoshua Bengio, and Geoffrey Hinton · 2015
Cited alongside, same era.
A stochastic L-BFGS approach for full-waveform inversion
Gabriel Fabien-Ouellet, Erwan Gloaguen, and Bernard Giroux · 2017
Cited alongside, same era.
Deep learning prior models from seismic images for full-waveform inversion
Winston Lewis and Denes Vigh · 2017
Later among the works it cites.
An introduction to full waveform inversion
Jean Virieux, Amir Asnaashari, Romain Brossier, Ludovic Métivier, Alessandra Ribodetti, and Wei Zhou · 2017
Later among the works it cites.
Deep-learning tomography
Mauricio Araya-Polo, Joseph Jennings, Amir Adler, and Taylor Dahlke · 2018
Closest in time.
SciPy: Open source scientific tools for Python, 2001–
Eric Jones, Travis Oliphant, Pearu Peterson, et al · 2018
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