Deep Learning for Picking Seismic Arrival Times

Author:

Wang Jian123ORCID,Xiao Zhuowei14,Liu Chang4,Zhao Dapeng5ORCID,Yao Zhenxing12

Affiliation:

1. Key Laboratory of Earth and Planetary Physics, Institute of Geology and GeophysicsChinese Academy of Sciences Beijing China

2. Institutions of Earth ScienceChinese Academy of Sciences Beijing China

3. Laboratory for Marine Mineral ResourcesQingdao National Laboratory of Marine Science and Technology Qingdao China

4. University of Chinese Academy of Sciences Beijing China

5. Department of Geophysics, Graduate School of ScienceTohoku University Sendai Japan

Funder

National Natural Science Foundation of China

Youth Innovation Promotion Association of the Chinese Academy of Sciences

Publisher

American Geophysical Union (AGU)

Subject

Space and Planetary Science,Earth and Planetary Sciences (miscellaneous),Geochemistry and Petrology,Geophysics

Reference46 articles.

1. Abadi M. Barham P. Chen J. Chen Z. Davis A. Devin M. Ghemawat S. Irving Geoffrey Isard M. Kudlur M. Levenberg J. Monga R. Moore S. Murray D. G. Steiner B. Tucker P. Vasudevan V. Warden P. Wicke M. Yu Y. &Zheng X.(2016).TensorFlow: A system for large‐scale machine learning. Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation 265–283.https://www.usenix.org/system/files/conference/osdi16/osdi16‐abadi.pdf

2. Solving ill-posed inverse problems using iterative deep neural networks

3. Agarwal S. Terrail J. O. D. &Jurie F.(2018).Recent advances in object detection in the age of deep convolutional neural networks.ArXiv:1809.03193 [Cs].http://arxiv.org/abs/1809.03193

4. A review and appraisal of arrival-time picking methods for downhole microseismic data

5. Automatic earthquake recognition and timing from single traces;Allen R. V.;Bulletin of the Seismological Society of America,1978

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