Integrating Data Science and Earth Science

Challenges and Solutions
1. Auflage 2022
ISBN: 978-3-030-99545-4
Verlag: Springer International Publishing

Buch, Englisch, 148 Seiten, Paperback, Format (B × H): 155 mm x 235 mm, Gewicht: 260 g

Reihe: SpringerBriefs in Earth System Sciences

This open access book presents the results of three years collaboration between earth scientists and data scientist, in developing and applying data science methods for scientific discovery. The book will be highly beneficial for other researchers at senior and graduate level, interested in applying visual data exploration, computational approaches and scientifc workflows.

Zielgruppe

Research

Autoren/Hrsg.

Bouwer, Laurens M.

Dransch, Doris

Greinert, Jens

Ruhnke, Roland

Rechid, Diana

Frickenhaus, Stephan

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
• Mathematik | Informatik Mathematik Stochastik Mathematische Statistik
• Geowissenschaften Geologie Geologie
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken
• Mathematik | Informatik Mathematik Mathematik Allgemein

Inhaltsverzeichnis

Data Science and Earth System Science.- The Digital Earth project: focus and agenda.- Data analysis and exploration with visual approaches.- Data analysis and exploration with computational approaches.- Data analysis and exploration with scientific workflows.- The Digital Earth SMART monitoring concept and tools.- Interdisciplinary collaboration.- Evaluating the success of the Digital Earth project.- Lessons learned in the Digital Earth project.