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.
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