GSA Connects 2021 in Portland, Oregon

Session No. 245
Wednesday, 13 October 2021: 1:30 PM-5:30 PM
B113/B114 (Hybrid Room) (Oregon Convention Center)

T173. Machine Learning for Advancing Data Analysis Toolkit in Geoscience

GSA Geoinformatics and Data Science Division

 

Ziheng Sun, Tao Wen and Shuang Zhang, Advocates
Paper #
Start Time
 
1:30 PM
Introductory Remarks
1:35 PM
COVARIATE BUILDER AND MACHINE LEARNING MODELING SOFTWARE TO PREDICT GROUNDWATER LEVELS FOR THE MISSISSIPPI RIVER VALLEY ALLUVIAL AQUIFER
ASQUITH, William and KILLIAN, Courtney D., U.S. Geological Survey, Lower Mississippi-Gulf Water Science Center, 308 Airport Rd S, Jackson, MS 39208
1:50 PM
INDEPENDENT, SEMI-AUTOMATIC CLASSIFICATION OF PETROGRAPHIC FEATURES IN VOLCANIC ROCKS USING FIJI AND WEKA
PETTUS, Holly, Department of Geology & Geography, West Virginia University, 98 Beechurst Ave., Morgantown, WV 26506 and ANDREWS, Graham, Geology and Geography, West Virginia University, Brooks Hall G33, 98 Beechurst Ave, Morgantown, WV 26506
2:05 PM
QUANTIFYING EFFECTS OF THERMAL CHANGES ON PREDICTED SUITABLE HABITAT OF THE DEEP-SEA CORAL LOPHELIA PERTUSA
JOHNSON, Claudia, Department of Earth and Atmospheric Sciences, Indiana University, Bloomington, IN 47405, ZIMMERMAN, Alex, Department of Earth and Atmospheric Sciences, Indiana University, 1001 E. Tenth St., Bloomington, IN 47405-1405 and DALKILIC, Mehmet M., Computer Science Department, School of Informatics, Computing and Engineering, Indiana University, Bloomington, IN 47405
2:20 PM
THE DEEP-TIME DIGITAL EARTH (DDE) PROGRAM: DATA-DRIVEN DISCOVERY IN GEOSCIENCE (Invited Presentation)
WANG, Chengshan1, HAZEN, Robert M.2, STEPHENSON, Michael3, OBERHÄNSLI, Roland4, ISHWARAN, Natarajan5, NASH, Susan6 and OGG, James5, (1)School of the Earth Science and Resources, China University of Geosciences, Beijing, 10083, China, (2)Earth and Planets Laboratory, Carnegie Institution for Science, 5251 Broad Branch Road NW, Washington, DC 20015, (3)British Geological Survey, Nottingham, NG12 5GG, United Kingdom, (4)Institute of Earth and Environmental Sciences, University of Potsdam, Potsdam, 14476, Germany, (5)Deep-time Digital Earth Research Center of Excellence (Suzhou), International Union of Geological Sciences, 1699 Zu Chongzhi South Road, Kunshan (Jiangsu), China, (6)AAPG American Association of Petroleum Geologists, Tulsa, OK 74101-0979
2:35 PM
MACHINE LEARNING IN THE EARTH SCIENCES: A BROAD SURVEY WITH USE CASES FROM THE THROUGHPUT DATABASE
DOMINGUEZ VIDANA, Socorro1, GORING, Simon2, LENARD, Michael3, WOFFORD, Morgan3 and THOMER, Andrea K.3, (1)Vancouver, BC V5N4E8, CANADA, (2)Department of Geography, University of Wisconsin – Madison, 550 N Park St, Madison, WI 53706, (3)School of Information, University of Michigan, 105 S. State St., Ann Arbor, MI 41804
2:50 PM
IMPROVING MACHINE-READABILITY OF GEOCHEMICAL DATA AND SAMPLE METADATA IN EARTHCHEM/LEPR/TRACEDS/ASTROMAT AND SESAR
JI, Peng, PROFETA, Lucia and LEHNERT, Kerstin, Lamont-Doherty Earth Observatory, Columbia University, 61 Rte 9W, Palisades, NY 10964
3:05 PM
TEMPORAL TOPOLOGY FOR NOMINAL AND NUMERICAL ENTITIES THE DEEP-TIME KNOWLEDGE BASE
MA, Xiaogang, University of Idaho, 875 Perimeter Drive, MS 1010, Moscow, ID 83844-0001
3:20 PM
GEOWEAVER: OPEN NEW DOOR TO INTUITIVE MANAGEABLE AI WORKFLOW FOR GEOSCIENTISTS
SUN, Ziheng, Department of Geography and Geoinformation Science, George Mason University, 4087 University Dr Ste 3100, Fairfax, VA 22030-3415, ALNAIM, Ahmed, Center for Spatial Information Science and Systems, George Mason University, 4087 University Dr, 3100, Fairfax, VA 22030 and MA, Xiaogang, University of Idaho, 875 Perimeter Drive, MS 1010, Moscow, ID 83844-0001
3:35 PM
BIG DATA IS FINALLY ENOUGH TO EVALUATE ECOSYSTEM VULNERABILITY IN THE ANTHROPOCENE (Invited Presentation)
LEE, Raymond1, UNDERWOOD, Kristen2, SEYBOLD, Erin3, HAMSHAW, Scott2, KINCAID, Dustin2, RIZZO, Donna M.2, LI, Li4, PERDRIAL, Julia5 and ABBOTT, Ben1, (1)Department of Plant and Wildlife Sciences, Brigham Young University, Provo, UT 84602, (2)Department of Civil and Environmental Engineering, University of Vermont, Burlington, VT 05401, (3)Kansas Geological Survey, University of Kansas, 1930 Constant Ave, Lawrence, KS 66047-3724, (4)Department of Geosciences, Penn State University, State College, PA 16801, (5)Department of Geology, University of Vermont, Department of Geology, Delehanty Hall, Burlington, VT 05405-1758
245-10
3:50 PM
Withdrawn
4:05 PM
ENHANCED CARBONATE WEATHERING AS A MEANS OF CO2 CAPTURE
PLANAVSKY, Noah, Department of Earth and Planetary Sciences, Yale University, New Haven, CT 06511, REINHARD, Chris, School of Earth and Atmospheric Sciences, Georgia Institute of Technology, 311 Ferst Drive, Atlanta, GA 30332-0340 and ZHANG, Shuang, Department of Oceanography, Texas A&M University, College Station, TX 77843-3146
4:20 PM
USING A PHYSICS-BASED MODEL GUIDED NEURAL NETWORK TO PREDICT SOIL REACTION FRONTS
WEN, Tao, Department of Earth and Environmental Sciences, Syracuse University, Syracuse, NY 13244, CHEN, Chacha, College of Information Science and Technology, Pennsylvania State University, University Park, PA 16802, ZHENG, Guanjie, John Hopcroft Center for Computer Science, Shanghai Jiao Tong University, Shanghai, 200240, China, BANDSTRA, Joel, Department of Mathematics, Engineering, and Computer Science, Saint Francis University, Loretto, PA 15940 and BRANTLEY, Susan L., Earth and Environmental Systems Institute, Pennsylvania State University, University Park, PA 16802; Department of Geosciences, Pennsylvania State University, University Park, PA 16802
4:35 PM
INSIGHTS FROM RIVER CHEMISTRY INTO CARBON CAPTURE POTENTIAL THROUGH SURFICIAL ENHANCED ROCK WEATHERING
ZHANG, Shuang1, PLANAVSKY, Noah2, KATCHINOFF, Joachim2, RAYMOND, Peter3, KANZAKI, Yoshiki4, REERSHEMIUS, Tom2 and REINHARD, Chris4, (1)Department of Oceanography, Texas A&M University, College Station, TX 77843-3146, (2)Department of Earth and Planetary Sciences, Yale University, New Haven, CT 06511, (3)Yale School of the Environment, Yale University, New Haven, CT 06511, (4)School of Earth and Atmospheric Sciences, Georgia Institute of Technology, Atlanta, GA 30332
4:50 PM
REUSABLE ML MODEL TO ESTIMATE PRODUCED EMISSIONS OF COAL-FIRED POWER PLANTS
ALNAIM, Ahmed, Department of Statistics, George Mason University, 4087 University Dr, 4400 University Dr., Fairfax, VA 22030 and SUN, Ziheng, Department of Geography and Geoinformation Science, George Mason University, 4087 University Dr Ste 3100, Fairfax, VA 22030-3415
5:05 PM
REMOTE SENSING MODELING OF ABANDONED MINES USING SUPPORT VECTOR MACHINE CLASSIFIERS ON MULTISPECTRAL SATELLITE IMAGES IN SOUTHERN NEW MEXICO
MARMOLEJO, José1, MCMILLAN, Nancy1 and BUENEMANN, Michaela2, (1)Department of Geological Sciences, New Mexico State University, Las Cruces, NM 88003, (2)Department of Geography, New Mexico State University, Las Cruces, NM 88003
See more of: Technical Sessions