C004
Artificial Intelligence and Automation Techniques for Large-Scale Remote Sensing of the Cryosphere II Posters

Monday, 7 December 2020: 04:00-20:59
Poster
Primary Convener:  Leigh A Stearns, University of Kansas, Department of Geology, Lawrence, KS, United States
Conveners:  Soroush Rezvanbehbahani, University of Kansas, Department of Geology, Lawrence, KS, United States and James Lea, University of Liverpool, School of Environmental Sciences, Liverpool, United Kingdom
Primary Liaison:  Leigh A Stearns, University of Kansas, Department of Geology, Lawrence, KS, United States
 
CALFIN: A Calving Front Mask Dataset for Greenland, 1972-2020 (Invited) (671356)
Daniel Lop-Chi Cheng1, Wayne Hayes1, Eric Y Larour2, Yara Mohajerani3, Michael Wood4, Isabella Velicogna3 and Eric J Rignot2,3, (1)University of California Irvine, Irvine, CA, United States, (2)Jet Propulsion Laboratory, Pasadena, CA, United States, (3)University of California Irvine, Department of Earth System Science, Irvine, CA, United States, (4)University of California Irvine, Earth System Science, Irvine, CA, United States
 
Automated Mapping of Glacial Lakes in the Poiqu River Basin and Bhutan Region from SAR and Optical Images Using Deep Learning (680585)
Xingyu Xu1, Lin Liu2 and Lingcao Huang1, (1)The Chinese University of Hong Kong, Earth System Science Programme, Hong Kong, China, (2)The Chinese University of Hong Kong, Earth System Science Programme, Hong Kong, Hong Kong
 
Improvement of microwave emissivity of frozen Arctic soils using roughness measurements derived from automated computer vision photogrammetry. (681069)
Julien Meloche1, Alain Royer1, Alexandre Langlois1, Nick Rutter2 and Vincent Sasseville3, (1)University of Sherbrooke, Sherbrooke, QC, Canada, (2)Northumbria University, Newcastle-Upon-Tyne, United Kingdom, (3)University of Sherbrooke, Sherbrooke, Canada
 
Developing Artificial Intelligence methods for addressing major challenges in cryosphere research: The AI-CORE project (Invited) (689963)
Andreas Dietz1, Xiao Xiang Zhu2, Konrad Heidler2, Lichao Mou2, Ingmar Nitze3, Mirko Scheinert4, Tilman Dinter5, Stephan Frickenhaus6, Irena Hajnsek7, Giuseppe Parrella2, Celia Baumhoer1, Julia Christmann6, Anja Roesel2, Erik Loebel8, Long Duc Phan6, Angelika Humbert9 and Guido Grosse10, (1)German Aerospace Center (DLR), Land Surface Dynamics, Oberpfaffenhofen, Germany, (2)German Aerospace Center, Wessling, Germany, (3)Alfred Wegener Institute Helmholtz-Center for Polar and Marine Research Potsdam, Permafrost Research, Potsdam, Germany, (4)Technische Universitaet Dresde, Dresden, Germany, (5)Alfred Wegener Institute Helmholtz Center for Polar and Marine Research, Bremerhaven, Germany, (6)Alfred Wegener Institut, Bremerhaven, Germany, (7)ETH Swiss Federal Institute of Technology Zurich, Zurich, Switzerland, (8)TU Dresden, Dresden, Germany, (9)Alfred Wegener Institute Helmholtz-Center for Polar and Marine Research Bremerhaven, Bremerhaven, Germany, (10)Alfred Wegener Institute Helmholtz-Center for Polar and Marine Research Potsdam, Permafrost Research Section, Potsdam, Germany
 
Unsupervised Iceberg Detection in SAR Satellite Images Using Recurrent Principal Component Analysis (692209)
Anita Faul, Andrew H Fleming and David Glyn Vaughan, NERC British Antarctic Survey, Cambridge, United Kingdom
 
Dynamically Optimizing Radar Sounder Sampling Based on Estimated Uncertainty in Bed Topography (698978)
Thomas Teisberg, Stanford University, Department of Electrical Engineering, Stanford, CA, United States, Dustin M Schroeder, Stanford University, Department of Geophysics, Department of Electrical Engineering, Stanford, CA, United States and Emma Mackie, Stanford University, Department of Geophysics, Stanford, CA, United States
 
Exploring Stability of Greenland’s Peripheral Marine-Terminating Glaciers through Analysis of Automated Terminus Position Timeseries (709218)
Ellyn M Enderlin1, Julia Liu2, Katherine Bollen2, Rebecca Muhlheim3 and Andre Khalil4, (1)Boise State University, Department of Geosciences, Boise, ID, United States, (2)Boise State University, Boise, ID, United States, (3)Carleton College, Northfield, MN, United States, (4)University of Maine, Chemical and Biomedical Engineering, Orono, ME, United States
 
Harnessing Commercial Satellite Imagery, Artificial Intelligence, and High Performance Computing to Characterize Ice-wedge Polygonal Tundra (716857)
Md Abul Ehsan Bhuiyan1, Chandi Witharana1 and Anna K Liljedahl2, (1)University of Connecticut, Natural Resources and the Environment, Groton, CT, United States, (2)Woods Hole Research Center, Falmouth, MA, United States
 
Automatic Delineation of Grounding Lines from Differential InSAR along the Getz Ice Shelf, Antarctica, using a Machine Learning Algorithm (718257)
Yara Mohajerani1, Seongsu Jeong2, Bernd Scheuchl2, Isabella Velicogna3 and Eric J Rignot1, (1)University of California Irvine, Department of Earth System Science, Irvine, CA, United States, (2)University of California Irvine, Irvine, CA, United States, (3)UCI, Irvine, CA, United States
 
Multimodal Dataset Integration for Cloud Masking of ICESat-2 (743265)
Facundo Sapienza1, Tasha Snow2,3, Alice Cima1, Shane Grigsby4, Lindsey Justine Heagy1, Fernando Perez1, Matthew Siegfried5 and Jonathan Taylor6, (1)University of California, Berkeley, Statistics, Berkeley, CA, United States, (2)University of Colorado Boulder, Boulder, CO, United States, (3)Cooperative Institute for Research in Environmental Sciences, Boulder, CO, United States, (4)University of Colorado at Boulder, Boulder, CO, United States, (5)Colorado School of Mines, Geophysics, Golden, CO, United States, (6)Stanford University, Stanford, United States
 
Using Machine Learning to identify drivers of heterogeneous behavior in Greenland outlet glaciers (743784)
Soroush Rezvanbehbahani1, Leigh A Stearns1, Ginny A Catania2, Denis Felikson2 and Cornelis Jakob van der Veen3, (1)University of Kansas, Department of Geology, Lawrence, KS, United States, (2)University of Texas at Austin, Austin, TX, United States, (3)University of Kansas, Department of Geography, Lawrence, KS, United States
 
Detection of Grounding Line Migration in Antarctica Using InSAR and Machine Learning Methods (759642)
Hanning Chen1, Yara Mohajerani2, Eric J Rignot2, Bernd Scheuchl3 and Seongsu Jeong3, (1)University of California Irvine, ESS, Irvine, CA, United States, (2)University of California Irvine, Department of Earth System Science, Irvine, CA, United States, (3)University of California Irvine, Irvine, CA, United States
 
Automated Alpine Glacier Mapping Using Deep Learning Approach (765454)
Zhiyuan Xie1, Umesh K Haritashya1 and Vijayan K Asari2, (1)University of Dayton, Dayton, OH, United States, (2)University of Dayton, Dayton, United States
 
Automatic Extraction of Supraglacial Rivers and Lakes on the Greenland Ice Sheet from High-Resolution Worldview Imagery Using a Deep Learning Approach (766281)
Samira Daneshgar Asl1, Vena W. Chu1 and Kang Yang2, (1)University of California Santa Barbara, Geography, Santa Barbara, CA, United States, (2)Nanjing University, School of Geography and Ocean Science, Nanjing, China
 
2020 Dickinson Sydkap Hackweek: Using a U-Net for Semantic Segmentation of Glaciers on Southern Ellesmere and Western Devon Islands, Canada (766596)
Will Bresnahan1, William Hardy Kochtitzky2, Benjamin R Edwards3, Hiba Aoid4, Luke Copland5, Isabel Ruff4, Celine Nour Ghattas Smith6, Patrick Kissell Noonan4 and Kaelan Felknor-Edwards6, (1)Hamilton College, Clinton, MA, United States, (2)University of Ottawa, Ottawa, Canada, (3)University of East Anglia, Carlisle, PA, United States, (4)Dickinson College, Carlisle, PA, United States, (5)University of Ottawa, Ottawa, ON, Canada, (6)Carleton College, Northfield, MN, United States
 
IcePicks: a collaborative database and toolset for identifying Greenland outlet glacier termini (773595)
Sophie A Goliber, University of Texas at Austin, Institute for Geophysics, Geological Sciences, Austin, TX, United States, Taryn E Black, University of Washington, Earth and Space Sciences, Seattle, WA, United States; Applied Physics Laboratory University of Washington, Seattle, WA, United States, James Lea, University of Liverpool, School of Environmental Sciences, Liverpool, United Kingdom, Daniel Lop-Chi Cheng, University of California Irvine, Irvine, CA, United States and Ginny A Catania, University of Texas at Austin, Austin, TX, United States; University of Texas, Institute for Geophysics, Austin, TX, United States
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