IN028
Applying Artificial Intelligence Tools and Services on Earth System Science Data II eLightning

Friday, 11 December 2020: 19:00-20:00
Virtual
Primary Convener:  Ziheng Sun, George Mason University Fairfax, Center for Spatial Information Science and Systems, Fairfax, VA, United States
Conveners:  Liping Di, George Mason University, Fairfax, VA, United States, Daniel Tong, George Mason University Foundation Inc., Columbia, MD, United States and Annie Bryant Burgess, University of Southern California, Computer Science, Los Angeles, CA, United States
Primary Liaison:  Ziheng Sun, George Mason University Fairfax, Center for Spatial Information Science and Systems, Fairfax, VA, United States
Chairs:  Ziheng Sun, George Mason University Fairfax, Center for Spatial Information Science and Systems, Fairfax, VA, United States, Liping Di, George Mason University, Fairfax, VA, United States, Daniel Tong, George Mason University Foundation Inc., Columbia, MD, United States and Annie Bryant Burgess, University of Southern California, Computer Science, Los Angeles, CA, United States
OSPA Liaison:  Ziheng Sun, George Mason University Fairfax, Center for Spatial Information Science and Systems, Fairfax, VA, United States
19:00
AI for Pattern Discovery can meet the needs of Environmental Science (760938)
James Bentley Brown, Lawrence Berkeley National Laboratory, Berkeley, CA, United States and Daniel A Jacobson, Oak Ridge National Laboratory, Biosciences Division, Oak Ridge, TN, United States
19:03
Automatic Generation of Water Masks of the Mekong Delta, Vietnam Using a Fully Convolutional Network Trained Using Synthetic Aperture Radar Images. (750970)
Nicole Houseweart1, Jason Herning2, Thomas Andrew Logan3 and Kirk Hogenson1, (1)University of Alaska Fairbanks, Fairbanks, AK, United States, (2)University of Alaska Fairbanks, Fairbanks, United States, (3)Alaska Satellite Facility, Fairbanks, AK, United States
19:06
Knowledge Discovery Framework: Deep Learning Applications for Remote Sensing (771190)
Megs Seeley, Arizona State University, Tempe, AZ, United States, Francesco Civilini, NASA Marshall Space Flight Center, Huntsville, AL, United States, Satyarth Praveen, University of Maryland College Park, College Park, United States, Nishan Srishankar, Worcester Polytechnic Institute, Worcester, United States, Anirudh Koul, Pinterest, San Francisco, United States, Anamaria Berea, George Mason University, Computational and Data Sciences, Fairfax, United States and Hesham Mohamed El-Askary, Chapman Univ, Orange, CA, United States
19:09
Machine Learning Analysis for Radiation Monitoring Data in the Fukushima Region (719126)
Ishita Suresh1, Dajie Sun2 and Haruko M Wainwright1, (1)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (2)University of California Berkeley, Berkeley, CA, United States
19:12
Novel applications of statistical techniques and machine learning in chemostratigraphy (663146)
Nikolas A Michael1, Neil W Craigie2 and Christian Scheibe2, (1)Saudi Aramco, EXPEC Advanced Research Center, Dhahran, Saudi Arabia, (2)Saudi Aramco, Geological Operations Department, Dhahran, Saudi Arabia
19:15
Object Detection in SEM Images Using Convolutional Neural Networks: Application on Pyrite Framboid Size-Distribution in Fine-Grained Sediments (695998)
Artur Davletshin1, Lucy Tingwei Ko2, Kitty Milliken2, Priyanka Periwal2, Chung-Che Wang2 and Wen Song3, (1)University of Texas at Austin, Petroleum and Geosystems Department, Austin, TX, United States, (2)University of Texas at Austin, Bureau of Economic Geology, Austin, TX, United States, (3)University of Texas at Austin, Hildebrand Department of Petroleum and Geosystems Engineering, Austin, TX, United States
19:18
Phenomena Portal: Large-Scale Visual Exploration of Atmospheric Phenomena (739787)
Muthukumaran Ramasubramanian1, Iksha Gurung1, Brian Freitag1, Aaron S Kaulfus1, Manil Maskey1, Rahul Ramachandran2, Andrew Bollinger3, Ricardo Mestre4, Daniel Silva3, Alice Ruehl5 and Vncent Sarago6, (1)University of Alabama in Huntsville, Huntsville, AL, United States, (2)NASA Marshall Space Flight Center, Huntsville, AL, United States, (3)Development Seed, Washington, DC, United States, (4)Development Seed, Washington DC, United States, (5)Developmentseed, Washington D.C, DC, United States, (6)Developmentseed, Washington D.C., DC, United States
19:21
Spatial Ensembling of Land Cover Models (773997)
Bistra Dilkina1, Ayush Kumar Kumar Singh1 and Caleb Robinson2, (1)University of Southern California, Computer Science, Los Angeles, CA, United States, (2)Microsoft Corporation, AI For Good Research Lab, Redmond, United States
19:24
Toward Global-Scale Field Boundary Delineation Using Deep Learning (749409)
Erfan Rostami, Sherrie Wang, Stefania Di Tommaso and David B Lobell, Stanford University, Stanford, CA, United States
19:27
Using Explainable Artificial Intelligence (XAI) to Improve LANDFIRE Existing Vegetation Type (EVT) Product (661220)
Geetha Satya Mounika Ganji and Wai Hang Chow Lin, KBRWyle, Sioux Falls, SD, United States
19:30
Discussion