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020 _a9781119467571
_qhardcover
020 _a9781119467533
_qelectronic book
020 _a1119467535
_qelectronic book
020 _a9781119467564
_qelectronic book
020 _a111946756X
_qelectronic book
020 _a9781119467557
_qelectronic book
020 _a1119467551
_qelectronic book
024 8 _a16626518
035 _a(OCoLC)1337409168
040 _aDLC
_beng
_erda
_cDLC
_dOCLCF
_dYDX
_dDG1
_dYUS
041 _aeng
042 _apcc
050 0 4 _aQE48.8
_b.B54 2023
082 0 0 _a550.0285/57
_223/eng20220722
245 0 0 _aBig data analytics in earth, atmospheric, and ocean sciences /
_cThomas Huang, Tiffany C. Vance, Christopher Lynnes, editors.
264 1 _aHoboken, NJ :
_bJohn Wiley & Sons, Inc./ American Geophysical Union,
_c2023.
264 4 _c©2023.
300 _a1 online resource (xvii, 328 pages) :
_billustrations (some color), color maps.
336 _atext
_btxt
_2rdacontent.
337 _acomputer
_bc
_2rdamedia.
338 _aonline resource
_bcr
_2rdacarrier.
340 _2rdacc
_0http://rdaregistry.info/termList/RDAColourContent/1003.
490 1 _aSpecial publications 77.
504 _aIncludes bibliographical references and index.
505 0 _aTable of Contents Contributors vii Preface xiii 1 An Introduction to Big Data Analytics 1 Erik Hoel Part I: Big Data Analytics Architecture 29 2 Introduction to Big Data Analytics Architecture 31 Thomas Huang 3 Scaling Big Earth Science Data Systems Via Cloud Computing 35 Hook Hua, Gerald Manipon, and Sujen Shah 4 NOAA Open Data Dissemination (Formerly NOAA Big Data Project/Program) 65 Adrienne Simonson, Otis Brown, Jenny Dissen, Edward J. Kearns, Kate Szura, and Jonathan Brannock 5 A Data Cube Architecture for Cloud-Based Earth Observation Analytics 95 Peter Wang, Robert Woodcock, Ronnie Taib, Matt Paget, and Alex Held 6 Open Source Exploratory Analysis of Big Earth Data With Nexus 115 Thomas Huang, Edward M. Armstrong, Nga T. Chung, Eamon Ford, rank R. Greguska III, Joseph C. Jacob, Brian D. Wilson, Elizabeth Yam, and Alice Yepremyan 7 Benchmark Comparison of Cloud Analytics Methods Applied to Earth Observations 137 Christopher Lynnes, Michael M. Little, Thomas Huang, Joseph Charles Jacob, Chaowei Phil Yang, Mahabaleshwara Hegde, and Hailiang Zhang Part II: Analysis Methods for Big Earth Data 153 8 Introduction to Analysis Methods for Big Earth Data 155 Christopher Lynnes 9 Spatial Statistics for Big Data Analytics in the Ocean and Atmosphere: Perspectives, Challenges, and Opportunities 159 Kevin A. Butler and Tiffany C. Vance 10 Giving Scientists Back Their Flow: Analyzing Big Geoscience Data Sets in the Cloud 177 Niall Robinson, Theo McCaie, Jacob Tomlinson, Alex Hilson, Tom Powell, Rachel Prudden, Megan Fitzsimon, and Alberto Arribas 11 The Distributed Oceanographic Match-Up Service 195 Shawn R. Smith, Mark A. Bourassa, Jocelyn Elya, Thomas Huang, Kevin Michael Gill, Frank R. Greguska III, Nga Chung, Vardis Tsontos, Benjamin Holt, Thomas Cram, and Zaihua Ji Part III: Big Earth Data Applications 221 12 Introduction to Big Earth Data Applications 223 Christopher Lynnes and Tiffany C. Vance 13 Topological Methods for Pattern Detection in Climate Data 227 Grzegorz Muszynski, Vitaliy Kurlin, Dmitriy Morozov, Michael Wehner, Karthik Kashinath, and Prabhat Ram 14 Exploring Large Scale Data Analysis and Visualization for Atmospheric Radiation Measurement Data Discovery Using NoSQL Technologies 243 Bhargavi Krishna, Kyle Dumas, and Giri Prakash 15 Demonstrating Condensed Massive Satellite Data Sets for Rapid Data Exploration: The MODIS Land Surface Temperatures of Antarctica 259 G. E. Grant, D. W. Gallaher, and Q. Lv 16 Developing Big Data Infrastructure for Analyzing AIS Vessel Tracking Data on a Global Scale 279 Rob Bochenek, Jessica Austin, John-Marc Dunaway, and Tiffany C. Vance 17 Future of Big Earth Data Analytics 299 Christopher Lynnes and Thomas Huang Index 311
520 _a"Big Data Analytics in Earth, Atmospheric and Ocean Sciences introduces the different aspects of big earth data analytics which include a brief introduction to big data about the Earth, an introduction to big earth data analytics, methodologies for big earth data analytics, and tools for analysis and applications in different earth science domains. - Contributions from leading researchers in the field compiled into an advanced volume available to a new audience of students, researchers in allied disciplines in earth and environmental sciences, geography and geoinformatics - Significant results reported through funded projects from NASA, NOAA, NSF, and other resources both nationally and internationally, for sharing with the community about the source, management, analytics, visualization, and utilization of big earth data in a variety of applications and decision supporting contexts - Identification and discussion of the critical topics in the subject, and leading experts in the field, including non-scientists and business analysts seeking an introduction to the topic, e.g. companies moving into big earth data analysis Big Data Analytics in Earth, Atmospheric and Ocean Sciences is a valuable resource for geoinformatics and geoscience professionals who are working on providing big earth data processing, and scientists or engineers who need big earth data processing to support their research and development."--
_cProvided by publisher.
545 0 _aAbout the Authors Thomas Huang, NASA Jet Propulsion Laboratory, USA Tiffany C. Vance, NOAA Integrated Ocean Observing System, USA Christopher Lynnes, NASA Goddard Space Flight Center, USA (retd.)
650 0 _aEarth sciences
_xData processing.
_0https://id.loc.gov/authorities/subjects/sh2015003033.
650 0 _aAtmospheric science
_0https://id.loc.gov/authorities/subjects/sh2018002590
_xData processing.
_0https://id.loc.gov/authorities/subjects/sh99005487.
650 0 _aMarine sciences
_0https://id.loc.gov/authorities/subjects/sh85081263
_xData processing.
_0https://id.loc.gov/authorities/subjects/sh99005487.
650 0 _aBig data.
_0https://id.loc.gov/authorities/subjects/sh2012003227.
655 4 _aElectronic books.
700 1 _aHuang, Thomas
_c(Technologist),
_0https://id.loc.gov/authorities/names/no2022064025
_eeditor.
700 1 _aVance, T.
_q(Tiffany),
_0https://id.loc.gov/authorities/names/nb2015011473
_eeditor.
700 1 _aLynnes, Christopher,
_0https://id.loc.gov/authorities/names/no2022064021
_eeditor.
830 0 _aSpecial publication (American Geophysical Union) ;
_0https://id.loc.gov/authorities/names/no2012059002
_v77.
856 4 0 _uhttps://agupubs.onlinelibrary.wiley.com/doi/book/10.1002/9781119467557
_yFull text is available at Wiley Online Library Click here to view
942 _2ddc
_cER