Data Assimilation for the Geosciences

From Theory to Application

Nonfiction, Science & Nature, Science, Earth Sciences, Geophysics
Cover of the book Data Assimilation for the Geosciences by Steven J. Fletcher, Elsevier Science
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Author: Steven J. Fletcher ISBN: 9780128044841
Publisher: Elsevier Science Publication: March 10, 2017
Imprint: Elsevier Language: English
Author: Steven J. Fletcher
ISBN: 9780128044841
Publisher: Elsevier Science
Publication: March 10, 2017
Imprint: Elsevier
Language: English

Data Assimilation for the Geosciences: From Theory to Application brings together all of the mathematical,statistical, and probability background knowledge needed to formulate data assimilation systems in one place. It includes practical exercises for understanding theoretical formulation and presents some aspects of coding the theory with a toy problem.

The book also demonstrates how data assimilation systems are implemented in larger scale fluid dynamical problems related to the atmosphere, oceans, as well as the land surface and other geophysical situations. It offers a comprehensive presentation of the subject, from basic principles to advanced methods, such as Particle Filters and Markov-Chain Monte-Carlo methods. Additionally, Data Assimilation for the Geosciences: From Theory to Application covers the applications of data assimilation techniques in various disciplines of the geosciences, making the book useful to students, teachers, and research scientists.

  • Includes practical exercises, enabling readers to apply concepts in a theoretical formulation
  • Offers explanations for how to code certain parts of the theory
  • Presents a step-by-step guide on how, and why, data assimilation works and can be used
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Data Assimilation for the Geosciences: From Theory to Application brings together all of the mathematical,statistical, and probability background knowledge needed to formulate data assimilation systems in one place. It includes practical exercises for understanding theoretical formulation and presents some aspects of coding the theory with a toy problem.

The book also demonstrates how data assimilation systems are implemented in larger scale fluid dynamical problems related to the atmosphere, oceans, as well as the land surface and other geophysical situations. It offers a comprehensive presentation of the subject, from basic principles to advanced methods, such as Particle Filters and Markov-Chain Monte-Carlo methods. Additionally, Data Assimilation for the Geosciences: From Theory to Application covers the applications of data assimilation techniques in various disciplines of the geosciences, making the book useful to students, teachers, and research scientists.

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