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Author:   Thomas Huang (NASA Jet Propulsion Laboratory, USA) ,  Tiffany C. Vance (NOAA Integrated Ocean Observing System, USA) ,  Christopher Lynnes (NASA Goddard Space Flight Center, USA) ,  Tiffany Vance
Publisher:   John Wiley & Sons Inc
Imprint:   American Geophysical Union
Dimensions:   Width: 16.00cm , Height: 2.80cm , Length: 22.60cm
Weight:   0.522kg
ISBN:  

9781119467571

ISBN 10:   1119467578
Pages:   352
Publication Date:   22 November 2022
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Available To Order  
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Table 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

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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.)

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