S011:
Applications of Data Science and Machine Learning in Seismology





Session ID#: 26176

Session Description:
We currently are experiencing a dramatic increase in the volume, variety, and velocity of data in seismology. Methods and tools from data science and machine learning enable characterization of different types of signals, noise reduction, event detection, phase identification, seismic source characterization, inference of Earth’s seismic structure, and novel visualizations. With all the data available to researchers and practitioners in the field of seismology and advances in computational systems, there are great opportunities for data science and machine learning algorithms to extract meaningful insights for reducing earthquake hazards, understanding plate tectonics, earthquakes and earth structures, and improving the detection and limiting the proliferation of nuclear weapons. We encourage contributions on the methods and results of combining techniques and tools from data science and machine learning with seismology.
Primary Convener:  Timothy Draelos, Sandia National Laboratories, Albuquerque, NM, United States
Convener:  Qingkai Kong, University of California Berkeley, Berkeley, CA, United States; UC Berkeley, Berkeley, CA, United States
Index Terms:

Abstracts Submitted to this Session:

Marine Denolle1, Thibaut Perol1,2 and Michaël Gharbi3, (1)Harvard University, Cambridge, MA, United States, (2)*Gram Labs, Inc, Washington DC, United States, (3)Massachusetts Institute of Technology, Computer Science and Artificial Intelligence Laboratory, Cambridge, MA, United States
Luis Hernan Ochoa Gutierrez, Universidad Nacional de Colombia, Bogota, Colombia, Carlos Alberto Vargas Jiménez, Organization Not Listed, Washington, DC, United States, Luis Fernando Niño Vasquez Sr, Universidad Nacional de Colombia, Ingeniera de Sistemas y Ciencias de la Computacion, Bogota D.C., Colombia and Luis Fernando Niño Vasquez
Stephen Glenn Mosher, University of Ottawa, Ottawa, ON, Canada and Pascal Audet, University of Ottawa, Department of Earth and Environmental Sciences, Ottawa, ON, Canada
Lanlan Tang1, Miao Zhang2 and Lianxing Wen1,3, (1)University of Science and Technology of China, Hefei, China, (2)Los Alamos National Laboratory, Los Alamos, NM, United States, (3)Stony Brook University, Stony Brook, NY, United States
Yangkang Chen1, Judith Hill1, Wenjie Lei2, Matthieu Philippe Lefebvre2, Ebru Bozdag3, Dimitri Komatitsch4 and Jeroen Tromp2, (1)Oak Ridge National Laboratory, Oak Ridge, TN, United States, (2)Princeton University, Princeton, NJ, United States, (3)Colorado School of Mines, Golden, CO, United States, (4)CNRS, Laboratory of Mechanics and Acoustics, Marseille, France
Naeem Khoshnevis and Ricardo Taborda, Center for Earthquake Research and Information, Memphis, TN, United States
Manuel Titos Luzón1, Angel Bueno Rodriguez1, Luz Garcia Martinez1, Carmen Benitez1 and Jesús M Ibáñez2, (1)University of Granada, Signal Theory, Telematic and Communications, Granada, Spain, (2)University of Granada, Instituto Andaluz de Geofísica, Granada, Spain
Xin Liu, Stanford Earth Sciences, Stanford, CA, United States, Gregory C Beroza, California Geological Survey Menlo Park, Menlo Park, CA, United States and Nori Nakata, Stanford University, Stanford, CA, United States
Qingkai Kong, University of California Berkeley, Berkeley, CA, United States and Richard M Allen, UC Berkeley Seismology Lab, Berkeley, CA, United States
Lynne Burks1, Robert Forrest1, Jaideep Ray1 and Chris Young2, (1)Sandia National Laboratories, Livermore, CA, United States, (2)Sandia National Laboratories, Albuquerque, NM, United States
Karianne Bergen, Stanford University, Institute for Computational and Mathematical Engineering, Stanford, CA, United States and Gregory C Beroza, Stanford University, Stanford, CA, United States
Yilei Huang, Yijian Zhou, Han Yue and Shiyong Zhou, ITAG Institute of Theoretical and Applied Geophysics, Peking University, Beijing, China
Chengping Chai1, Carene S Larmat2, Monica Maceira1,3, Charles J Ammon4, Rizheng He5 and Haijiang Zhang6, (1)University of Tennessee, Department of Physics and Astronomy, Knoxville, TN, United States, (2)Los Alamos National Laboratory, EES-17, Los Alamos, NM, United States, (3)Oak Ridge National Laboratory, Oak Ridge, TN, United States, (4)Pennsylvania State University Main Campus, Department of Geosciences, University Park, PA, United States, (5)Chinese Academy of Geological Sciences, Institute of Geology, Beijing, China, (6)University of Science and Technology of China, School of Earth and Space Sciences, Hefei, China
Benjamin K Holtzman1, Arthur Paté2, John Paisley3, Felix Waldhauser4, Douglas Repetto2 and Lapo Boschi5, (1)Lamont -Doherty Earth Observatory, Palisades, NY, United States, (2)Lamont Doherty Earth Observatory, Columbia Univ., Palisades, NY, United States, (3)Columbia University of New York, Data Science Institute, Dept. of Electrical Engineering, New York, NY, United States, (4)Columbia University, Lamont-Doherty Earth Observatory, Palisades, NY, United States, (5)CNRS, Institut des Sciences de la Terre Paris (iSTeP), Paris, France
Naito Shohei, National Research Institute for Earth Science and Disaster Resilience, Integrated Research on Disaster Risk Reduction Division, Tsukuba, Japan, Hiromitsu Nakamura, NIED, Tsukuba, Japan, Hiroyuki Fujiwara, NIED National Research Institute for Earth Science and Disaster Prevention, Tsukuba, Japan, Monma Naoichi, Pasco Corporation, Tokyo, Japan and Tomozawa Hiromitsu, Mizuho Information & Research Institute, Inc., Tokyo, Japan
Ana C Aguiar and Stephen C Myers, Lawrence Livermore National Laboratory, Livermore, CA, United States
Steven Alan Magana-Zook and Stanley Dean Ruppert, Lawrence Livermore National Laboratory, Livermore, CA, United States
Lisa Linville1, Timothy Draelos2, Kristine L Pankow3, Christopher J Young2 and Shane Alvarez4, (1)University of Utah, Salt Lake City, UT, United States, (2)Sandia National Laboratories, Albuquerque, NM, United States, (3)Univ Utah, Salt Lake City, UT, United States, (4)New Mexico State University, Las Cruces, United States
Ryan David Kappedal, Air Force Institute of Technology, Bellbrook, OH, United States, Frank Semmelmayer, Air Force Institute of Technology, Dayton, OH, United States and Steven Alan Magana-Zook, Lawrence Livermore National Laboratory, Livermore, CA, United States
Henry Tufo, Boulder, CO, United States, David A Yuen, Department of Earth Sciences, Minnesota Supercomputing Institute, University of Minnesota Twin Cities, Minneapolis, MN, United States, Gabriele Morra, McData Consulting Co., Ltd., Wuhan, China, Jed Brown, Argonne National Laboratory, Argonne, IL, United States and Song Zihao, Ultimate Vision, Beijing, China
Peter Gerstoft, University of California San Diego, Scripps Institution of Oceanography, La Jolla, CA, United States and Nima Riahi, IMSD Sàrl, Zurich, Switzerland
Lijun Zhu1, Zefeng Li1, Chenyu Li1, Baoshan Wang2, Zhihan Chen3, James H. McClellan1 and Zhigang Peng1, (1)Georgia Institute of Technology Main Campus, Atlanta, GA, United States, (2)IGP Institute of Geophysics, China Earthquake Administration, Beijing, China, (3)4paradigm.Com, Beijing, China
Peter Anderson1, Ryan David Kappedal1 and Steven Alan Magana-Zook2, (1)Air Force Institute of Technology, Bellbrook, OH, United States, (2)Lawrence Livermore National Laboratory, Livermore, CA, United States
Robert Forrest, Jaideep Ray and Clifford W Hansen, Sandia National Laboratories, Albuquerque, NM, United States
Lucas P Moreira, Federal Institute of Education, Science and Technology of Brasilia, Brasilia, Brazil
Lion Krischer, ETH Zurich, Zurich, Switzerland and Andreas Fichtner, ETH Zurich, Department of Earth Sciences, Institute of Geophysics, Zurich, Switzerland
Zachary E. Ross, Men-Andrin Meier and Egill Hauksson, California Institute of Technology, Pasadena, CA, United States

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