OS21C:
Novel Data Analysis Techniques for Big Data Applications in Marine Science Posters
Submit an Abstract to this Session
Session ID#: 48646
Session Description:
In the age of big data from satellite missions, in situ campaigns, Earth System model simulations and high resolution reanalysis products, techniques such as machine learning, pattern recognition, data mining and other statistical methods are becoming widely used. The utility of these methods has been demonstrated in many areas of Earth Science, and is now also becoming apparent in ocean physics, air-sea interactions, ocean biogeochemical cycles, and marine ecology. The objectives of this forum are to assess the progress made to date, present developing research themes, foster collaboration and organize the community around new coordinated efforts.
We invite abstracts that involve data science techniques and their application in analysis, synthesis and new product developments in the area of ocean sciences. The session is open for submissions in the field of ocean physics, chemistry and/or biology but also those connecting the spheres, such as air-sea and air-land interactions.
Primary Convener: Rebecca Latto, NASA Goddard Institute for Space Studies, New York, NY, United States
Conveners: Maciej Telszewski, Institute of Oceanology Polish Academy of Sciences, Sopot, Poland, Peter Landschuetzer, Max Planck Institute for Meteorology, Hamburg, Germany and Luke Gregor, Environmental Physics, Institute of Biogeochemistry and Pollutant Dynamics, ETH Zürich, Zurich, Switzerland
Primary Liaison: Rebecca Latto, Columbia University of New York, Department of Applied Physics and Applied Mathematics, New York, NY, United States
Chairs: Rebecca Latto, Columbia University of New York, Department of Applied Physics and Applied Mathematics, New York, NY, United States and Peter Landschuetzer, Max Planck Institute for Meteorology, Hamburg, Germany
OSPA Liaison: Peter Landschuetzer, Max Planck Institute for Meteorology, Hamburg, Germany
Cross-Listed:
Abstracts Submitted to this Session:
Nicola Maher, University of Colorado at Boulder, CIRES/ATOC, Boulder, United States and Thibault Tabarin, Medical Center Hamburg-Eppendorf, Department of Systems Neuroscience, Hamburg, Germany
Timothy J DeVries, University of California Santa Barbara, Earth Research Institute, Santa Barbara, United States, Saeed Roshan, University of California Santa Barbara, Santa Barbara, CA, United States and Robert T Letscher, University of New Hampshire, Earth Sciences, Durham, NH, United States
Dr. Lucas Gloege, PhD1, Galen A McKinley2, Peter Landschutzer3, Christian Rödenbeck4, Steve Jones5, Keith B Rodgers6, Tatiana Ilyina3, Nicole S Lovenduski7, John C Fyfe8, Dr. Yohei Takano, PhD9, Sarah Schlunegger10 and Amanda R Fay11, (1)Lamont -Doherty Earth Observatory of Columbia University, Palisades, NY, United States, (2)Columbia University and Lamont-Doherty Earth Observatory, New York, United States, (3)Max Planck Institute for Meteorology, Hamburg, Germany, (4)Max Planck Institute for Biogeochemistry, Jena, Germany, (5)University of Exeter, Exeter, United Kingdom, (6)IBS Center for Climate Physics, Pusan National University, Busan, South Korea, (7)University of Colorado, Department of Atmospheric and Oceanic Sciences, Boulder, CO, United States, (8)Environment Canada, Canadian Centre for Climate Modeling and Analysis, Victoria, BC, Canada, (9)Georgia Institute ofTechnology, Atlanta, United States, (10)Princeton University, Atmospheric and Oceanic Sciences, Princeton, NJ, United States, (11)Lamont-Doherty Earth Observatory, Palisades, NY, United States
Edward M Armstrong1, Mark A Bourassa2, Thomas Cram3, Jocelyn Lee Elya4, Frank R Greguska III1, Thomas Huang5, Joseph Charles Jacob6, Zaihua Ji7, Yongyao Jiang8, Yun Li8, Lewis John McGibbney1, Nga Chung1, Shawn R Smith9, Vardis M Tsontos10, Brian D Wilson5, Steven J Worley11 and Chaowei Phil Yang12, (1)NASA Jet Propulsion Laboratory, Pasadena, CA, United States, (2)Florida State Univ, Center for Ocean-Atmospheric Prediction Studies, Tallahassee, United States, (3)National Center for Atmospheric Research, Boulder, CO, United States, (4)Florida State University, Center for Ocean-Atmospheric Prediction Studies, Tallahassee, FL, United States, (5)NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (6)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (7)Nat'l Ctr for Atmospheric Research, Boulder, United States, (8)George Mason University Fairfax, Fairfax, VA, United States, (9)Florida State University, Center for Ocean-Atmospheric Prediction Studies, Tallahassee, United States, (10)NASA/JPL, Pasadena, United States, (11)NCAR, Boulder, CO, United States, (12)George Mason Univ., Fairfax, United States
Yonggang Liu1, Robert H Weisberg1, Stefano Vignudelli2 and Gary T Mitchum3, (1)University of South Florida, College of Marine Science, St. Petersburg, United States, (2)National Oceanography Centre, Southampton, United Kingdom, (3)Univiversity of South Florida, College of Marine Science, Saint Petersburg, United States
Steven E Lohrenz, University of Massachusetts Dartmouth, School For Marine Science and Technology, New Bedford, United States, Wei-Jun Cai, University of Delaware, School of Marine Science and Policy, Newark, DE, United States, Sumit Chakraborty, Mote Marine Laboratory, Sarasota, MA, United States, Ruoying He, North Carolina State University, Marine, Earth, and Atmospheric Sciences, Raleigh, United States and Hanqin Tian, Boston College, Schiller Institute for Integrated Science and Society, Department of Earth and Environmental Sciences, Boston, United States
Igor Smolyar, National Centers for Environmental Information (formerly NODC), NESDIS/NOAA, Silver Spring, MD, United States, Tim Boyer, NOAA NCEI, Washington, United States and James R Reagan, National Centers for Environmental Information, Boulder, United States
Christopher Holder and Anand Gnanadesikan, Johns Hopkins University, Department of Earth and Planetary Sciences, Baltimore, MD, United States
Sandra L. Castro, University of Colorado, Boulder, CO, United States, Lucas A. Monzon, The Numericus Group, Boulder, CO, United States and Gary A Wick, NOAA Physical Sciences Laboratory, Boulder, United States
Harry Smith, University of Pennsylvania, Philadelphia, PA, United States and Irina Marinov, University of Pennsylvania, Department of Earth and Environmental Science, Philadelphia, United States
Kimmo Tikka1, Pekka Alenius2, Laura Tuomi1 and Antti Westerlund3, (1)Finnish Meteorological Institute, Marine Research Unit, Helsinki, Finland, (2)Finnish Meteorological Institute, Marine Research, Helsinki, Finland, (3)Finnish Meteorological Institute, Helsinki, Finland
