Data Assimilation for the Geosciences

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  • Data Assimilation for the Geosciences Book Detail

  • Author : Steven J. Fletcher
  • Release Date : 2022-11-16
  • Publisher : Elsevier
  • Genre : Science
  • Pages : 1130
  • ISBN 13 : 0323972535
  • File Size : 6,6 MB

Data Assimilation for the Geosciences by Steven J. Fletcher PDF Summary

Book Description: Data Assimilation for the Geosciences: From Theory to Application, Second Edition brings together all of the mathematical and statistical background knowledge needed to formulate data assimilation systems into one place. It includes practical exercises enabling readers to apply theory in both a theoretical formulation as well as teach them how to code the theory with toy problems to verify their understanding. It also demonstrates how data assimilation systems are implemented in larger scale fluid dynamical problems related to land surface, the atmosphere, ocean and other geophysical situations. The second edition of Data Assimilation for the Geosciences has been revised with up to date research that is going on in data assimilation, as well as how to apply the techniques. The new edition features an introduction of how machine learning and artificial intelligence are interfacing and aiding data assimilation. In addition to appealing to students and researchers across the geosciences, this now also appeals to new students and scientists in the field of data assimilation as it will now have even more information on the techniques, research, and applications, consolidated into one source. Includes practical exercises and solutions enabling readers to apply theory in both a theoretical formulation as well as enabling them to code theory Provides the mathematical and statistical background knowledge needed to formulate data assimilation systems into one place New to this edition: covers new topics such as Observing System Experiments (OSE) and Observing System Simulation Experiments; and expanded approaches for machine learning and artificial intelligence

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Data Assimilation for the Geosciences

Data Assimilation for the Geosciences

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Data Assimilation for the Geosciences: From Theory to Application, Second Edition brings together all of the mathematical and statistical background knowledge n

Advanced Data Assimilation for Geosciences

Advanced Data Assimilation for Geosciences

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Data assimilation aims at determining as accurately as possible the state of a dynamical system by combining heterogeneous sources of information in an optimal

Data Assimilation for the Earth System

Data Assimilation for the Earth System

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Data assimilation is the combination of information from observations and models of a particular physical system in order to get the best possible estimate of t