Data Assimilation for the Geosciences: From Theory to Application

Data Assimilation for the Geosciences: From Theory to Application, Second Edition is a comprehensive book that provides mathematical and statistical background knowledge for formulating data assimilation systems. It includes practical exercises and examples to apply theory and demonstrates how data assimilation systems are implemented in larger-scale fluid dynamical problems. The second edition has been updated with recent research and includes an introduction to machine learning and artificial intelligence in data assimilation.

Format: Paperback / softback
Length: 1128 pages
Publication date: 01 October 2022
Publisher: Elsevier - Health Sciences Division

Data Assimilation for the Geosciences: From Theory to Application, Second Edition is a comprehensive resource that brings together all the mathematical and statistical background knowledge required to formulate data assimilation systems. It offers practical exercises that enable readers to apply theory in both theoretical formulations and hands-on coding, with toy problems to verify their understanding. The book also demonstrates how data assimilation systems are implemented in larger-scale fluid dynamical problems related to land surface, atmosphere, ocean, and other geophysical situations.

The second edition of this book has been extensively revised to reflect the latest research developments in data assimilation. It also provides guidance on how to apply these techniques to real-world problems across various geoscience disciplines.

One of the key features of the new edition is the introduction of machine learning and artificial intelligence into data assimilation. These technologies are increasingly being used to enhance the accuracy and efficiency of data assimilation systems, particularly in complex and data-scarce environments.

The book is designed to appeal to students and researchers across the geosciences, as well as to new students and scientists interested in the field of data assimilation. It offers a consolidated source of information on the techniques, research, and applications of data assimilation, making it an invaluable resource for anyone working in this area.

In conclusion, Data Assimilation for the Geosciences: From Theory to Application, Second Edition is a must-have resource for anyone interested in advancing their knowledge of data assimilation techniques and applications. With its comprehensive coverage, practical exercises, and up-to-date research, it provides a solid foundation for understanding and applying data assimilation in geoscience and other fields.

Dimension: 235 x 191 (mm)
ISBN-13: 9780323917209
Edition number: 2 ed