H31H:
Applications of Machine Learning and Data Cubes in Remote Sensing III Posters
Submit an Abstract to this Session
Session ID#: 46371
Session Description:
Rich satellite observations over large spatio-temporal scales provide invaluable big datasets for monitoring the Earth and its changing environment. Advancements in data-driven techniques, in particular machine learning (ML), enables us to harness these datasets and advance geoscience and environmental sciences in unique and unprecedented ways. Such applications include scientific discoveries that lead to new findings and practical applications that lead to improved decision making. Furthermore, development of new data hosting technologies such as Data Cubes makes it easier to apply ML and time series analysis at larger spatial scales on the cloud computing platforms or supercomputers. This session solicits recent advancements of using ML and remote sensing for applications in geoscience and environmental sciences and opportunities that data cubes provide. We welcome presentations in either technology advancements or application-driven case studies in the geoscience context. We also welcome presentations that address challenges in generating representative training data for ML algorithms.
Primary Convener: Hamed Alemohammad, Radiant Earth Foundation, Washington, United States
Conveners: Brian Killough, NASA Langley Research Center, Hampton, VA, United States, Kaiyu Guan, University of Illinois Urbana-Champaign, Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, Urbana, United States and Steven Brumby, Descartes Labs, Inc., Los Alamos, United States; World Resources Institute, Washington, DC, United States
Primary Liaison: Hamed Alemohammad, Radiant Earth Foundation, Washington, United States
Chairs: Hamed Alemohammad, Radiant Earth Foundation, Washington, United States, Kaiyu Guan, University of Illinois Urbana-Champaign, Agroecosystem Sustainability Center, Institute for Sustainability, Energy, and Environment, Urbana, United States, Brian Killough, NASA Langley Research Center, Hampton, VA, United States and Steven Brumby, Descartes Labs, Inc., Los Alamos, United States
OSPA Liaison: Hamed Alemohammad, Radiant Earth Foundation, Washington, United States
Cross-Listed:
Proposed Co-Organized Session with:
Abstracts Submitted to this Session:
Getachew Mehabie Mulualem, CSRSR Nat'l Central Univ, Chung-Li, Taiwan; Taiwan International Graduate Program, Academia Sinica, Earth System Science Program, Taipei, Taiwan and Prof. Yuei-An Liou, PhD, Center for Space and Remote Sensing Research, National Central University, Taoyuan, Taiwan
Haiping Xia, Beijing Normal University, Beijing, China
Shanshan Wang, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, China
Yun Dong1, Bert Huang2, Chidubem Arachie3, Elena Spinei1, Natalya A Kramarova4 and Krzysztof Wargan5, (1)Virginia Polytechnic Institute and State University, Blacksburg, VA, United States, (2)Virginia Polytechnic Institute and State University, Dept. of Computer Science, Blacksburg, VA, United States, (3)Virginia Polytechnic Institute and State University, Dept. of Computer Science, Blacksburg, United States, (4)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (5)NASA Goddard Space Flight Center, Greenbelt, United States
Kate Duffy1, Sangram Ganguly2, Edward Durham Collier3, Subodh Kalia4, Shuang Li5, Geri Elise Madanguit4, Matthew Mage6, Andrew Michaelis5, Ramakrishna R Nemani5, Gayaka Shreekant7, Thomas Vandal6 and Auroop R Ganguly8, (1)Zeus AI, Cambridge, United States, (2)NASA Ames Research Center / BAERI, Moffet Field, CA, United States, (3)Louisiana State University, Computer Science, Baton Rouge, LA, United States, (4)BAER Institute, Mountain View, CA, United States, (5)NASA Ames Research Center, Moffett Field, CA, United States, (6)Northeastern University, Boston, MA, United States, (7)BAER Institute, Mountainview, CA, United States, (8)Northeastern University, Civil and Environmental Engineering Department, Boston, United States
Quentin Mailhos, Imperial College London, London, SW7, United Kingdom, Athanasios Paschalis, Imperial College London, Department of Civil and Environmental Engineering, London, United Kingdom, Charles Zogheib, Imperial College London, Civil and Environmental Engineering, London, United Kingdom and Simone Fatichi, ETH Zurich, Institute of Environmental Engineering, Zurich, Switzerland
Brandon Smith1, Nima Pahlevan2 and Sundarabalan V Balasubramanian1, (1)NASA Goddard Space Flight Center, Greenbelt, MD, United States, (2)GSFC, Greenbelt, MD, United States
Prof. Taskin Kavzoglu, PhD, Gebze Technical University, Geomatics Engineering, Kocaeli, Turkey and Hasan Tonbul, Gebze Institute of Technology, Geodetic and Photogrammetry Engineering, Kocaeli, Turkey
Nabin K Malakar, Worcester State University, Worcester, MA, United States, David J Lary, University of Texas at Dallas, Richardson, TX, United States and Barry Gross, CUNY City College, New York, NY, United States
Sushant Shekhar, Indian Institute of Technology Roorkee, Department of Earth Sciences, Roorkee, India, Padmanava Dash, Mississippi State University, Department of Geosciences, Mississippi State, United States, Gary Feng, USDA-ARS, Genetics and Sustainable Agricultural Research Unit, Starkville, MS, United States and Robert J Moorhead, Mississippi State University, Geosystems Research Institute and Northern Gulf Institute, Starkville, MS, United States
Mathieu Gravey, University of Lausanne, Faculty of Geosciences and Environment, Institute of Earth Surface Dynamics, Lausanne, Switzerland and Gregoire Mariethoz, University of Lausanne, Institute of Earth Surface Dynamics, Lausanne, Switzerland
Bahram Khazaei, NOAA National Ocean Service and Ocean Associates Inc., Silver Spring, United States, Amirsaman Hamzeh Bajgiran, Ascentium Capital, Denver, CO, United States, Sarah Bartlett, University of Wisconsin Milwaukee, Milwaukee, WI, United States and Hector Bravo, University of Wisconsin Milwaukee, Civil & Environmental Engineering Department, Milwaukee, WI, United States
Christopher Irrgang, Jan Saynisch Wagner and Maik Thomas, Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Potsdam, Germany
Marwa S. Moustafa1, Ashraf Rateb2, Bridget R Scanlon2, Alexander Y Sun3 and Himanshu Save4, (1)National Authority for Remote Sensing & Space Sciences, Data Reception, Analysis and Receiving Station Affairs, Cairo, Egypt, (2)University of Texas at Austin, Bureau of Economic Geology, Jackson School of Geosciences, Austin, TX, United States, (3)University of Texas at Austin, Bureau of Economic Geology, Austin, United States, (4)The University of Texas at Austin, Center for Space Research, Austin, TX, United States
Masoud Mahdianpari, Memorial University of Newfoundland, C-CORE and Electrical Engineering, St John's, NL, Canada, Bahram Salehi, C-CORE, Ottawa, ON, Canada and Fariba Mohammadimanesh, Memorial University of Newfoundland, St John's, NL, Canada
Kamalika Das1,2, Ata Akbari Asanjan3, Alan Sheng Xi Li4, Michal Segal-Rozenhaimer5, Juan Luis Torres-Perez6, Ved Chirayath5 and Soroosh Sorooshian7, (1)Universities Space Research Association Moffett Field, Moffett Field, CA, United States, (2)NASA Ames Research Center, USRA, Mountain View, CA, United States, (3)NASA Ames Research Center (USRA), Moffet Field, United States, (4)NASA Ames Research Center, Moffett Field, CA, United States, (5)NASA Ames Research Center, Moffett Field, United States, (6)NASA Ames Research Center, Biospheric Science Branch, Moffett Field, United States, (7)University of California, Irvine, Department of Civil and Environmental Engineering, Irvine, United States
Cunguang Wang and Yang Hong, Tsinghua University, Department of Hydraulic Engineering, Beijing, China
Md Abul Ehsan Bhuiyan, University of Connecticut, Natural Resources and the Environment, Groton, CT, United States, Efthymios Ioannis Nikolopoulos, Rutgers University, Department of Civil and Environmental Engineering, New Brunswick, United States and Emmanouil N Anagnostou, Professor, Civil and Environmental Engineering, Storrs, United States
Hamidreza Ghasemi Damavandi1, Dimitrios Stampoulis1, Li Huang1, Reepal Shah1, Yushiou Tsai1, John L Sabo2 and Dragan Boscovic3, (1)Arizona State University, Future H2O, Knowledge Enterprise Development, Tempe, AZ, United States, (2)Arizona State University, Future H2O, Knowledge Enterprise Development, Tempe, United States, (3)Arizona State University, CASCADE, Tempe, AZ, United States
Haiming Tan, Colorado State University, Fort Collins, CO, United States, V. Chandrasekar, Colorado State University, Department of Electrical and Computer Engineering, Fort Collins, United States and Haonan Chen, NOAA, Physical Sciences Division, Boulder, CO, United States
Christina Kumler, NOAA Global Systems Laboratory and Cooperative Institute for Research in Environmental Sciences, Boulder, United States, Jebb Stewart, NOAA Global Systems Laboratory, Boulder, United States, Stevan Maksimovic, Cooperative Institute for Research in Environmental Sciences, Boulder, United States, David Hall, NVIDIA Corporation, Santa Clara, CA, United States, Mark Govett, NOAA, Global Systems Laboratory, Boulder, CO, United States, Lidia Trailovic, CIRES, Boulder, CO, United States and Isidora Jankov, Colorado State University, Cooperative Institute for Research in the Atmosphere, Fort Collins, CO, United States
Yixin Mao, University of Washington Seattle Campus, Seattle, WA, United States, Wade T Crow, USDA ARS, Hydrology and Remote Sensing Lab, Beltsville, MD, United States and Bart Nijssen, University of Washington Seattle Campus, Civil and Environmental Engineering, Seattle, WA, United States
Liangliang Bai, Di Long and La Yan, Tsinghua University, Department of Hydraulic Engineering, Beijing, China
Sambaran Bandyopadhyay, Digbalay Bose and Jagabondhu Hazra, IBM Research India, Bangalore, India
Luiz Gustavo Rasera1, Grégoire Mariethoz1 and Stuart N Lane2, (1)University of Lausanne, Faculty of Geosciences and Environment, Institute of Earth Surface Dynamics, Lausanne, Switzerland, (2)University of Lausanne, Institute of Earth Surface Dynamics, Lausanne, Switzerland
Wan Li1, Li Ni2, Zhao-Liang Li3 and Hua Wu1, (1)State Key Laboratory of Resources and Environment Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences;University of Chinese Academy of Sciences, Beijing, Beijing, China, (2)Key Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, China, (3)Chinese Academy of Agricultural Sciences, State Key Laboratory of Efficient Utilization of Arid and Semi-arid Arable Land in Northern China, Institute of Agricultural Resources and Regional Planning, Beijing, China
Wenbin Zhu, Beijing, China, Upmanu Lall, Columbia University, Earth and Environmental Engineering, New York, United States and Yu Cheng, Columbia University, Department of Earth and Environmental Engineering, New York, United States
Guanyu Huang, Spelman College, Atlanta, GA, United States and Christopher Chan Miller, Center for Astrophysics | Harvard & Smithsonian, Cambridge, United States
Kavita V Mitkari1, Manoj K Arora2,3, Reet K Tiwari4 and Sanjeev V Sofat1, (1)Punjab Engineering College (Deemed to be University), Computer Science and Engineering, Chandigarh, India, (2)Punjab Engineering College (Deemed to be University), Chandigarh, India, (3)Indian Institute of Technology Roorkee (on lien), Civil Engineering, Roorkee, India, (4)Indian Institute of Technology Ropar, Civil engineering, Ropar, Rupnagar, India
Srija Chakraborty1, Ayan Banerjee2, Sandeep K S Gupta2, Philip R Christensen3 and Antonia Papandreou-Suppappola4, (1)Universities Space Research Association, Earth from Space Institute, Washigton DC, United States, (2)Arizona State University, School of Computing, Informatics, and Decision System Engineering, Tempe, AZ, United States, (3)Arizona State University, School of Earth and Space Exploration, Tempe, AZ, United States, (4)Arizona State University, School of Electrical, Computer and Energy Engineering, Tempe, AZ, United States
Duanfeng Gao1, Yawen Zhang1, Yingying Zhao2, Qin Lv1, Daven K Henze3, Michael Hannigan4 and Robert Dick5, (1)University of Colorado Boulder, Boulder, CO, United States, (2)Tongji University, Shanghai, China, (3)University of Colorado Boulder, Boulder, United States, (4)University of Colorado at Boulder, Boulder, CO, United States, (5)Madison, AL, United States
