H108
Advances in Data Integration, Inverse Methods, and Applications of Machine Learning in Hydrogeophysics II Posters

Friday, 11 December 2020: 04:00-20:59
Poster
Primary Convener:  Erasmus K. Oware, University at Buffalo, Department of Geology, Buffalo, NY, United States
Conveners:  Michael A Cardiff, University of Wisconsin-Madison, Madison, WI, United States, Niels Grobbe, Delft University of Technology, Delft, Netherlands and Arnaud Watlet, British Geological Survey, Nottingham, United Kingdom
Primary Liaison:  Erasmus K. Oware, University at Buffalo, Department of Geology, Buffalo, NY, United States
Chairs:  Niels Grobbe, Delft University of Technology, Delft, Netherlands and Erasmus K. Oware, University at Buffalo, Department of Geology, Buffalo, NY, United States
OSPA Liaison:  Arnaud Watlet, British Geological Survey, Nottingham, United Kingdom
 
Seamless Machine Learning Architecture Access to Long-Tail In-Situ Data through EarthCube's BALTO Cyberinfrastructure (776547)
Daniel R Fuka1, Robin R White2, Barbara Roqueto dos Reis3, Roja Kaveh Garna4, Elyce Buell4, Amy Collick5, Agbeli Ameko6, D. Sarah Stamps7, James H R Gallagher8, Scott Dale Peckham9, David W Fulker8 and Zach M Easton1, (1)Virginia Tech, Department of Biological and Systems Engineering, Blacksburg, VA, United States, (2)Virginia Polytechnic Institute and State University, APSC, Blacksburg, United States, (3)Virginia Polytechnic Institute and State University, Blacksburg, VA, United States, (4)Virginia Polytechnic Institute and State University, Biological Systems Engineering, Blacksburg, VA, United States, (5)University of Maryland Eastern Shore, Princess Anne, MD, United States, (6)National Center for Atmospheric Research, GLOBE, Boulder, United States, (7)Virginia Polytechnic Institute and State University, Department of Geosciences, Blacksburg, United States, (8)OPeNDAP, Inc., Butte, MT, United States, (9)University of Colorado, Institute of Arctic and Alpine Research (INSTAAR), Boulder, CO, United States
 
Efficient Data Assimilation with Latent-Space Representations for Subsurface Flow Systems (764050)
Atefeh Jahandideh, Syamil Mohd Razak, Ulugbek Djuraev and Behnam Jafarpour, University of Southern California, Los Angeles, CA, United States
 
Accounting for Model Errors Using Deep Generative Neural Networks and Markov Chain Monte Carlo Inversion (666923)
Shiran Levy1, Jürg Hunziker1, Eric Laloy2, James Irving1 and Niklas Linde1, (1)University of Lausanne, Lausanne, Switzerland, (2)Belgian Nuclear Research Centre (SCK-CEN), Mol, Belgium
 
Deep Sensing of Transient Electrokinetic Response of Aquifer-Aquitard System to Pumping (717731)
Bwalya Malama, California Polytechnic State University San Luis Obispo, San Luis Obispo, CA, United States and Iason Pitsillides, California Polytechnic State University San Luis Obispo, Natural Resources Management & Environmental Sciences, San Luis Obispo, CA, United States
 
Ensemble smoother with multiple data assimilation for the simultaneous identification of the source location and the release history of a pollutant in groundwater (680411)
Valeria Todaro1,2, Marco D'Oria1, Maria Giovanna Tanda1 and J. Jaime Gómez-Hernández2, (1)University of Parma, Department of Engineering and Architecture, Parma, Italy, (2)Universitat Politècnica de València, Institute for Water and Environmental Engineering, Valencia, Spain
 
Hydrogeological process-based constraint for high-resolution proxy-modeling in hydrogeophysics (757740)
Erasmus K. Oware, University at Buffalo, Department of Geology, Buffalo, NY, United States
 
Adaptive Sequential Monte Carlo (SMC) for Posterior Inference and Model Selection among Complex Geological Priors Encoded through Deep Generative Neural Networks (665025)
Macarena Amaya1, Niklas Linde1, Eric Laloy2 and Arnaud Doucet3, (1)University of Lausanne, Lausanne, Switzerland, (2)Belgian Nuclear Research Centre (SCK-CEN), Mol, Belgium, (3)University of Oxford, Oxford, United Kingdom
 
Investigation of Multi-fidelity Co-Kriging Model for Hydraulic Conductivity in Sangamon Watershed (733509)
Maryam Ghadiri, University of Illinois at Urbana Champaign, Champaign, IL, United States, Chien-Yung Tseng, University of Illinois at Urbana Champaign, Urbana, IL, United States and Hadi Meidani, University of Illinois at Urbana Champaign, Civil and Environmental Engineering, Urbana, IL, United States
 
Quantifying Regional Groundwater Storage Changes in High Mountain Asia by Integrating In-Situ Groundwater Levels with Remotely Sensed Data from GRACE Satellites (746781)
Ravi Appana1, Alexandra (Sasha) Richey1, Bryant D Loomis2, Timothy R Ginn1 and Anthony A Arendt3, (1)Washington State University, Pullman, WA, United States, (2)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (3)Applied Physics Laboratory University of Washington, Seattle, WA, United States
 
Accounting for Petrophysical Prediction Uncertainty in Hydrogeophysical Inversion Using the Correlated Pseudo-Marginal Method (666282)
Lea Friedli1, Niklas Linde1, David Ginsbourger2 and Arnaud Doucet3, (1)University of Lausanne, Lausanne, Switzerland, (2)University of Bern, Bern, Switzerland, (3)University of Oxford, Oxford, United Kingdom
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