IN21C:
Artificial Intelligence Applications in the Geosciences: Promises and Challenges for the Future II Posters
Submit an Abstract to this Session
Session ID#: 63242
Session Description:
The data volume within the geosciences has grown exponentially over the last few decades, and advanced computing and artificial intelligence techniques are paving new pathways for geoscientific discoveries. Specifically, AI and knowledge-based reasoning promise to accelerate discovery in the next century as approaches in adaptive sensing, machine learning, deep learning, knowledge graphing and other approaches are increasingly applied across the geosciences. Despite the demonstrated power of these techniques, their application to the geosciences is limited to date. The EarthCube sponsored Research Coordination Network for Intelligent Systems in Geosciences, or IS-GEO, is an emerging community of researchers with active working groups that support methodology and technique sharing, encourage cross-disciplinary research collaborations, and development of data benchmarks to accelerate progress. The goal of this session is to discuss the potential benefits and current challenges of artificial intelligence techniques to expand our understanding of geologic processes.
Primary Convener: Suzanne A Pierce, University of Texas at Austin, Austin, TX, United States
Conveners: Renzhi Cao, Pacific Lutheran University, Computer Sciences, Tacoma, WA, United States, Tarka Wilcox, Pacific Lutheran University, Tacoma, WA, United States and Imme Ebert-Uphoff, Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, United States
Primary Liaison: Suzanne A Pierce, University of Texas at Austin, Austin, TX, United States
Chairs: Imme Ebert-Uphoff, Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, United States and Renzhi Cao, Pacific Lutheran University, Computer Sciences, Tacoma, WA, United States
OSPA Liaison: Imme Ebert-Uphoff, Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, United States
Cross-Listed:
Abstracts Submitted to this Session:
Feifei Qian1, Cristina G Wilson2, Thomas F. Shipley2, Douglas J Jerolmack3, Sonia Roberts4, Julia Messick4 and Daniel E. Koditschek4, (1)University of Southern California, Electrical Engineering, Los Angeles, CA, United States, (2)Temple University, Psychology, Philadelphia, PA, United States, (3)University of Pennsylvania, Department of Earth and Environmental Science, Philadelphia, United States, (4)University of Pennsylvania, Electrical and Systems Engineering, Philadelphia, PA, United States
Cristina G Wilson1, Thomas F. Shipley1, Feifei Qian2, Douglas J Jerolmack3, Sonia Roberts4, Julia Messick4 and Daniel E. Koditschek4, (1)Temple University, Psychology, Philadelphia, PA, United States, (2)University of Southern California, Electrical Engineering, Los Angeles, CA, United States, (3)University of Pennsylvania, Department of Earth and Environmental Science, Philadelphia, United States, (4)University of Pennsylvania, Electrical and Systems Engineering, Philadelphia, PA, United States
Honn Kao and Ramin Dokht, Geological Survey of Canada, Sidney, BC, Canada
Jason Cai1, Angela Cai1, Jun Cai2 and Fenglin Niu3, (1)University of Texas at Austin, Austin, TX, United States, (2)BHP Petroleum Houston, Houston, TX, United States, (3)University of Science and Technology of China (USTC), Anhui, China
Carlos Andres Toro, Sistema de Alerta Temprana de Medellin y el Valle de Aburra (SIATA), Antioquia, Medellin, Colombia and Carlos David Hoyos Ortiz, Sistema de Alerta Temprana del Valle de Aburra (SIATA);Universidad Nacional de Colombia, Sede Medellín, Departamento de Geociencias y Medio Ambiente/Geoscience and Environment Department, Medellín, Colombia; Universidad Nacional de Colombia, Sede Medellín, Departamento de Geociencias y Medio Ambiente / Geoscience and Environment Department, Medellín, Colombia
Kun Zhang, Beijing, China, Xiaofeng Xu, China Meteorological Administration, Beijing, China, Hanmeng Xia, Beijing Piesat Information @ Technology Limited, Beijing, China and Chao Lin, Beijing Piesat Information Co. Ltd, Beijing, China
Manil Maskey1, Rahul Ramachandran1, J.J. Miller2, Iksha Gurung3, Brian Freitag4, Ricardo Mestre5, Andrew Bollinger6, Daniel Silva7, Andrew Molthan8, Daniel Cecil1, Christopher Hain9 and Muthukumaran Ramasubramanian3, (1)NASA Marshall Space Flight Center, Huntsville, United States, (2)University of Alabama in Huntsville, ESSC, Huntsville, AL, United States, (3)University of Alabama in Huntsville, Huntsville, AL, United States, (4)University of Alabama in Huntsville, Huntsville, United States, (5)Development Seed, Washington DC, United States, (6)Cloud.Gov, Washington, United States, (7)Development Seed, Washington, DC, United States, (8)NASA Marshall Space Flight Center, Earth Science Branch, Huntsville, United States, (9)NASA Marshall Space Flight Cetner, Huntsville, United States
Jebb Stewart, Earth System Research Laboratory, Boulder, CO, United States, Christina Kumler, NOAA Global Systems Laboratory and Cooperative Institute for Research in Environmental Sciences, Boulder, United States, Isidora Jankov, NOAA/Global Systems Laboratory, Boulder, United States, Lidia Trailovic, Mexico Df, Mexico, Mark Govett, NOAA, Global Systems Laboratory, Boulder, CO, United States and Stevan Maksimovic, Cooperative Institute for Research in Environmental Sciences, Boulder, United States
Adrian Toni Albert1, Alan Rhoades2, Sangram Ganguly3, Daniel Feldman4, Andrew D Jones5 and Mr Prabhat4, (1)Massachusetts Institute of Technology, Cambridge, MA, United States, (2)Lawrence Berkeley National Laboratory, Berkeley, United States, (3)Rhombus Power, Palo Alto, United States, (4)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (5)Lawrence Berkeley National Laboratory, Climate and Ecosystem Sciences Division, Berkeley, United States
Ananjay Kumar Singh and Durga Toshniwal, Indian Institute of Technology Roorkee, Computer Science and Engineering, Roorkee, India
Emily Camille Pease1,2, Audrey Pfeil1, Victoria Ibarra1, Mark Reid1, Saad Siddique1, Fernando Apango1, Omar Ramirez1, Elbin Collado1, Daniel Hardesty Lewis2, Natalie Freed2 and Suzanne A Pierce2,3, (1)University of Texas at Austin, Energy and Earth Resources, Austin, TX, United States, (2)Texas Advanced Computing Center, Austin, TX, United States, (3)University of Texas at Austin, Austin, TX, United States
Daniel R Fuka1, Gwen Jacobs2, Shawon S. M. Rahman3, Bruce W Mathews4, Agbeli Ameko5, Zach M Easton1 and The NSF IS-GEO RCN 2018 Summer Workshop Team, (1)Virginia Tech, Department of Biological Systems Engineering, Blacksburg, United States, (2)University of Hawaii at Manoa, Hawai‘i EPSCoR, Honolulu, HI, United States, (3)University of Hawaii at Hilo, CSE, Hilo, HI, United States, (4)University of Hawaii at Hilo, CAFNRM, Hilo, HI, United States, (5)National Center for Atmospheric Research, GLOBE, Boulder, United States
