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Intelligent Systems for Geosciences: An Essential Research Agenda
Gil, Yolanda Pierce, Suzanne A. Babaie, Hassan Banerjee, Arindam Borne, Kirk Bust, Gary Cheatham, Michelle Ebert-Uphoff, Imme Gomes, Carla Hill, Mary C.
Gil, Yolanda
Pierce, Suzanne A.
Babaie, Hassan
Banerjee, Arindam
Borne, Kirk
Bust, Gary
Cheatham, Michelle
Ebert-Uphoff, Imme
Gomes, Carla
Hill, Mary C.
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Abstract
A research agenda for intelligent systems that will result in fundamental new capabilities for understanding the Earth system. Many aspects of geosciences pose novel problems for intelligent systems research. Geoscience data is challenging because it tends to be uncertain, intermittent, sparse, multiresolution, and multiscale. Geosciences processes and objects often have amorphous spatiotemporal boundaries. The lack of ground truth makes model evaluation, testing, and comparison difficult. Overcoming these challenges requires breakthroughs that would significantly transform intelligent systems, while greatly benefitting the geosciences in turn.
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2019-01
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Communications of the ACM
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3192335.pdf
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Yolanda Gil, Suzanne A Pierce, Hassan Babaie, Arindam Banerjee, Kirk Borne, Gary Bust, Michelle Cheatham, Imme Ebert-Uphoff, Carla Gomes, Mary C. Hill, John Horel, Leslie Hsu, Jim Kinter, Craig Knoblock, David Krum, Vipin Kumar, Pierre Lermusiaux, Yan Liu, Chris North, Victor Pankratius, Shanan Peters, Beth Plale, Allen Pope, Sai Ravela, Juan Restrepo, Aaron Ridley, Hanan Samet, Shashi Shekhar. 2019. Intelligent Systems for Geosciences: An Essential Research Agenda. Communications of the ACM 62(1): 76-84.