EP013
Data-driven approaches toward understanding Earth surface processes on continental and global scales

Session ID#: 75818

Session Description:
Probing the Earth surface processes on a continental or global scale requires the studies of interactions between geology, hydrology, geochemistry, climate, ecosystems and human activities. These studies in turn help elucidate the causes for past geological events, and contribute to more accurate predictions of the future climatic and environmental changes. Due to the complexity of the surface processes, physics-based modeling approaches in some cases might have limited power to reproduce empirical estimates. With the accumulation of accessible, reliable, and sustainable Earth data, data-driven models of Earth surface processes become feasible. We welcome presentations of studies based on data of continental and global scales, including 1) spatial-temporal geo-statistics on environmental geochemical cycling; 2) spatial-temporal exploration of land-ocean interaction; 3) data mining and machine learning application on the interaction between natural surface processes and human activities; 4) multidisciplinary research on a wide range of topics related to critical zone systems.
Co-Organized:
  • B - Biogeosciences
  • H - Hydrology
  • IN - Earth and Space Science Informatics
  • PP - Paleoceanography and Paleoclimatology
Index Terms:

1009 Geochemical modeling [GEOCHEMISTRY]
1615 Biogeochemical cycles, processes, and modeling [GLOBAL CHANGE]
1819 Geographic Information Systems (GIS) [HYDROLOGY]
1914 Data mining [INFORMATICS]


Primary Convener:  Shuang Zhang, Department of Geology and Geophysics, Yale University, New Haven, CT, United States
Conveners:  Tao Wen, University of Michigan Ann Arbor, Ann Arbor, MI, United States and Jens Hartmann, Universität Hamburg, Geosciences / Center for Earth System Research and Sustainability (CEN), Hamburg, Germany
Primary Liaison:  Shuang Zhang, Department of Geology and Geophysics, Yale University, New Haven, CT, United States
 
Multidisciplinary study to highlight interaction between anthropogenic disturbance and natural coastal sedimentary processes. Complementarity of geochemical and granulometric methods and proposal of a new spatial geostatistical approach. (490021)
Noémie Baux1,2, Anne Murat1,2, Emmanuel Poizot1,2, Yann Méar1,2, Sandric Lesourd3 and Jean-Claude Dauvin3, (1)Conservatoire National des Arts et Metiers (CNAM), INTECHMER, Cherbourg-en-Cotentin, France, (2)Normandie univ., UNICAEN, Laboratoire des Sciences Appliquées de Cherbourg, EA 4253, Cherbourg-en-Cotentin, France, (3)Normandie Univ, UNICAEN, UNIROUEN, CNRS, Morphodynamique Continentale et Côtière (M2C), UMR CNRS 6143, Caen, France
 
Trends and patterns in riverine suspended sediment concentrations across the continental USA revealed by satellite remote sensing (492305)
John Gardner1, Matthew Ross2, Simon Topp1, Xiao Yang3 and Tamlin Pavelsky1, (1)University of North Carolina at Chapel Hill, Chapel Hill, NC, United States, (2)Colorado State University, Ecosystem Science and Sustainability, Fort Collins, CO, United States, (3)University of North Carolina at Chapel Hill, Chapel Hill, United States
 
The efficiency of land formation for 10,000 river deltas (493651)
Jaap Nienhuis, Utrecht University, School of Geosciences, Utrecht, Netherlands and Sagy Cohen, University of Alabama, Tuscaloosa, United States
 
Inconsistency between bottom-up and top-down global gross primary production and soil respiration (507724)
Jinshi Jian, PNNL, JGCRI, College PARK, MD, United States, Alexey N Shiklomanov, University of Delaware, Newark, DE, United States and Ben P Bond-Lamberty, Pacific Northwest National Laboratory, Joint Global Change Research Institute, College Park, MD, United States
 
High-resolution Palaeozoic Biodiversity History of Marine Invertebrates Based on CONOP and Parallel Computing (Invited) (546312)
Junxuan Fan1, Shuzhong Shen2, Douglas H. Erwin3, Peter Sadler4, Norman MacLeod2, Qiuming Cheng5, Xudong Hou2 and Jiao Yang2, (1)Nanjing, Jiangsu, China, (2)Nanjing University, School of Earth Sciences and Engineering, Nanjing, China, (3)National Museum of Natural History, Department of Paleobiology, Washington, D.C., WA, United States, (4)University of California Davis, Department of Earth Sciences, Davis, CA, United States, (5)China University of Geosciences (Beijing), The State Key Lab of Geological Processes and Mineral Resources, Beijing, China
 
Our fragmented rivers––mapping human-made river obstructions around the globe (564635)
Xiao Yang1, Michael Belanger1, Danesha Kay Byron1, Wayana Dolan2, Hailey Galit1, Stephanie Januchowski-Hartley3, Michiel Jorrisen4, Ted Langhorst1, Eric Lawton5, Katie A. McQuillan6, Tamlin Pavelsky2, Sayali Pawar3, Matthew Ross7 and Aaron Whittemore8, (1)University of North Carolina at Chapel Hill, Chapel Hill, United States, (2)University of North Carolina at Chapel Hill, Chapel Hill, NC, United States, (3)Swansea University, Cardiff, United Kingdom, (4)Independent Research Aide, NA, Netherlands, (5)Independent Research Aide, NA, Canada, (6)North Carolina State University, Forestry and Natural Resources, Raleigh, NC, United States, (7)Colorado State University, Ecosystem Science and Sustainability, Fort Collins, CO, United States, (8)Virginia Polytechnic Institute and State University, Blacksburg, NC, United States
 
A combined physics and data-driven approach for predicting suspended sediment dynamics in river networks (569583)
Colin B Phillips1, Carlos A Rogeliz2, Daniel E Horton1, Jonathan Higgins3 and Aaron Ian Packman4, (1)Northwestern University, Evanston, IL, United States, (2)The Nature Conservancy, Northern Andes and South Central America, Bogota, Colombia, (3)The Nature Conservancy, Energy and Infrastructure, Evanston, United States, (4)Northwestern Univeristy, Evanston, IL, United States
 
High-frequency river chemistry data as an insight into critical zone dynamics (Invited) (586451)
Jerome Gaillardet1, Paul Floury2, Julien Bouchez1, Eric Gayer3, Arnaud Blanchouin4 and Patrick Ansart4, (1)Institut de Physique du Globe de Paris, Paris, France, (2)EXTRALAB, Paris, France, (3)Institut de Physique du Globe de Paris, Université de Paris, Paris, France, (4)IRSTEA, Anthony, France
 
Natural clustering of pyrite with implications for its formational environment (631058)
Shuang Zhang1, Shaunna M Morrison1, Anirudh Prabhu2, Chao Ma3, Fang Huang2, Daniel Gregory4, Ross Raymond Large5 and Robert Hazen1, (1)Carnegie Institution for Science, Geophysical Laboratory, Washington, DC, United States, (2)Rensselaer Polytechnic Institute, Tetherless World Constellation, Troy, NY, United States, (3)University of Idaho, Moscow, United States, (4)University of Toronto, Toronto, ON, Canada, (5)University of Tasmania, Hobart, Australia
 
SNOW DATA SYSTEMS (634043)
Jason Horn, JPL/NASA/Caltech, Pasadena, CA, United States