{"product_id":"big-data-analytics-in-earth-atmospheric-and-ocean-sciences-isbn-9781119467571","title":"Big Data Analytics in Earth, Atmospheric, and Ocean Sciences","description":"\u003cp\u003e\u003cb\u003eApplying tools for data analysis to the rapidly increasing volume of data about the Earth\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eAn ever-increasing volume of Earth data is being gathered. These data are “big” not only in size but also in their complexity, different formats, and varied scientific disciplines. As such, big data are disrupting traditional research. New methods and platforms, such as the cloud, are tackling these new challenges.\u003c\/p\u003e \u003cp\u003e\u003ci\u003eBig Data Analytics in Earth, Atmospheric, and Ocean Sciences\u003c\/i\u003e explores new tools for the analysis and display of the rapidly increasing volume of data about the Earth.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eVolume highlights include: \u003c\/b\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eAn introduction to the breadth of big earth data analytics\u003c\/li\u003e \u003cli\u003eArchitectures developed to support big earth data analytics\u003c\/li\u003e \u003cli\u003eDifferent analysis and statistical methods for big earth data\u003c\/li\u003e \u003cli\u003eCurrent applications of analytics to Earth science data\u003c\/li\u003e \u003cli\u003eChallenges to fully implementing big data analytics\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003ci\u003eThe American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals.\u003cbr\u003e\u003c\/i\u003e\u003cbr\u003eFind out more in this \u003ca href=\"https:\/\/eos.org\/editors-vox\/analyzing-big-earth-data-progress-challenges-opportunities\"\u003eQ\u0026amp;A with the editors\u003c\/a\u003e.\u003c\/p\u003e \u003cp\u003eContributors vii\u003c\/p\u003e \u003cp\u003ePreface xiii\u003c\/p\u003e \u003cp\u003e1 An Introduction to Big Data Analytics 1\u003cbr\u003e\u003ci\u003eErik Hoel\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart I: Big Data Analytics Architecture 29\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e2 Introduction to Big Data Analytics Architecture 31\u003cbr\u003e\u003ci\u003eThomas Huang\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e3 Scaling Big Earth Science Data Systems Via Cloud Computing 35\u003cbr\u003e\u003ci\u003eHook Hua, Gerald Manipon, and Sujen Shah\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e4 NOAA Open Data Dissemination (Formerly NOAA Big Data Project\/Program) 65\u003cbr\u003e\u003ci\u003eAdrienne Simonson, Otis Brown, Jenny Dissen, Edward J. Kearns, Kate Szura, and Jonathan Brannock\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e5 A Data Cube Architecture for Cloud-Based Earth Observation Analytics 95\u003cbr\u003e\u003ci\u003ePeter Wang, Robert Woodcock, Ronnie Taib, Matt Paget, and Alex Held\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e6 Open Source Exploratory Analysis of Big Earth Data With Nexus 115\u003cbr\u003e\u003ci\u003eThomas Huang, Edward M. Armstrong, Nga T. Chung, Eamon Ford, rank R. Greguska III, Joseph C. Jacob, Brian D. Wilson, Elizabeth Yam, and Alice Yepremyan\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e7 Benchmark Comparison of Cloud Analytics Methods Applied to Earth Observations 137\u003cbr\u003e\u003ci\u003eChristopher Lynnes, Michael M. Little, Thomas Huang, Joseph Charles Jacob, Chaowei Phil Yang, Mahabaleshwara Hegde, and Hailiang Zhang\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart II: Analysis Methods for Big Earth Data\u003c\/b\u003e\u003cb\u003e 153\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e8 Introduction to Analysis Methods for Big Earth Data 155\u003cbr\u003e\u003ci\u003eChristopher Lynnes\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e9 Spatial Statistics for Big Data Analytics in the Ocean and Atmosphere: Perspectives, Challenges, and Opportunities 159\u003cbr\u003e\u003ci\u003eKevin A. Butler and Tiffany C. Vance\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e10 Giving Scientists Back Their Flow: Analyzing Big Geoscience Data Sets in the Cloud 177\u003cbr\u003e\u003ci\u003eNiall Robinson, Theo McCaie, Jacob Tomlinson, Alex Hilson, Tom Powell, Rachel Prudden, Megan Fitzsimon, and Alberto Arribas\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e11 The Distributed Oceanographic Match-Up Service 195\u003cbr\u003e\u003ci\u003eShawn 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\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart III: Big Earth Data Applications 221\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e12 Introduction to Big Earth Data Applications 223\u003cbr\u003e\u003ci\u003eChristopher Lynnes and Tiffany C. Vance\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e13 Topological Methods for Pattern Detection in Climate Data 227\u003cbr\u003e\u003ci\u003eGrzegorz Muszynski, Vitaliy Kurlin, Dmitriy Morozov, Michael Wehner, Karthik Kashinath, and Prabhat Ram\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e14 Exploring Large Scale Data Analysis and Visualization for Atmospheric Radiation Measurement Data Discovery Using NoSQL Technologies 243\u003cbr\u003e\u003ci\u003eBhargavi Krishna, Kyle Dumas, and Giri Prakash\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e15 Demonstrating Condensed Massive Satellite Data Sets for Rapid Data Exploration: The MODIS Land Surface Temperatures of Antarctica 259\u003cbr\u003e\u003ci\u003eG. E. Grant, D. W. Gallaher, and Q. Lv\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e16 Developing Big Data Infrastructure for Analyzing AIS Vessel Tracking Data on a Global Scale 279\u003cbr\u003e\u003ci\u003eRob Bochenek, Jessica Austin, John-Marc Dunaway, and Tiffany C. Vance\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e17 Future of Big Earth Data Analytics 299\u003cbr\u003e\u003ci\u003eChristopher Lynnes and Thomas Huang\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003eIndex 311\u003c\/p\u003e \u003cp\u003e\u003cb\u003eThomas Huang,\u003c\/b\u003e NASA Jet Propulsion Laboratory, USA \u003c\/p\u003e \u003cp\u003e\u003cb\u003eTiffany C. Vance,\u003c\/b\u003e NOAA Integrated Ocean Observing System, USA  \u003c\/p\u003e\u003cp\u003e\u003cb\u003eChristopher Lynnes,\u003c\/b\u003e NASA Goddard Space Flight Center, USA (retd.)   \u003c\/p\u003e\u003cp\u003eSPECIAL PUBLICATIONS SERIES \u003c\/p\u003e \u003cp\u003e\u003cb\u003eBig Data Analytics in Earth, Atmospheric, and Ocean Sciences \u003c\/b\u003e \u003c\/p\u003e\u003cp\u003eAn ever-increasing volume of Earth data is being gathered. These data are “big” not only in size but also in their complexity, different formats, and varied scientific disciplines. As such, big data are disrupting traditional research. New methods and platforms, such as the cloud, are tackling these new challenges.  \u003c\/p\u003e\u003cp\u003e\u003ci\u003eBig Data Analytics in Earth, Atmospheric, and Ocean Sciences\u003c\/i\u003e explores new tools for the analysis and display of the rapidly increasing volume of data about the Earth.  \u003c\/p\u003e\u003cp\u003e\u003cb\u003eVolume highlights include: \u003c\/b\u003e \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eAn introduction to the breadth of big earth data analytics\u003c\/li\u003e \u003cli\u003eArchitectures developed to support big earth data analytics \u003c\/li\u003e \u003cli\u003eDifferent analysis and statistical methods for big earth data\u003c\/li\u003e \u003cli\u003eCurrent applications of analytics to Earth science data\u003c\/li\u003e \u003cli\u003eChallenges to fully implementing big data analytics\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003ci\u003eThe American Geophysical Union promotes discovery in Earth and space science for the benefit of humanity. Its publications disseminate scientific knowledge and provide resources for researchers, students, and professionals. \u003c\/i\u003e\u003c\/p\u003e","brand":"American Geophysical Union","offers":[{"title":"Default Title","offer_id":47988810219749,"sku":"NP9781119467571","price":185.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1842\/7735\/files\/9781119467571.jpg?v=1761781678","url":"https:\/\/k12savings.com\/products\/big-data-analytics-in-earth-atmospheric-and-ocean-sciences-isbn-9781119467571","provider":"K12savings","version":"1.0","type":"link"}