Big Data Analytics in Earth, Atmospheric, and Ocean Sciences [Hardcover]

Applying tools for data analysis to the rapidly increasing volume of data about the Earth

An 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.

Big Data Analytics in Earth, Atmospheric, and Ocean Sciences explores new tools for the analysis and display of the rapidly increasing volume of data about the Earth.

Volume highlights include:

• An introduction to the breadth of big earth data analytics
• Architectures developed to support big earth data analytics
• Different analysis and statistical methods for big earth data
• Current applications of analytics to Earth science data
• Challenges to fully implementing big data analytics

The 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.

Find out more in this Q&A with the editors.

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 DlCÀ