Format:
xviii, 242 Seiten
,
Illustrationen
ISBN:
331920324X
,
9783319203249
,
9783319366876
Series Statement:
Texts in applied mathematics volume 62
Content:
This book provides a systematic treatment of the mathematical underpinnings of work in data assimilation, covering both theoretical and computational approaches. Specifically the authors develop a unified mathematical framework in which a Bayesian formulation of the problem provides the bedrock for the derivation, development and analysis of algorithms; the many examples used in the text, together with the algorithms which are introduced and discussed, are all illustrated by the MATLAB software detailed in the book and made freely available online. The book is organized into nine chapters: the first contains a brief introduction to the mathematical tools around which the material is organized; the next four are concerned with discrete time dynamical systems and discrete time data; the last four are concerned with continuous time dynamical systems and continuous time data and are organized analogously to the corresponding discrete time chapters. This book is aimed at mathematical researchers interested in a systematic development of this interdisciplinary field, and at researchers from the geosciences, and a variety of other scientific fields, who use tools from data assimilation to combine data with time-dependent models. The numerous examples and illustrations make understanding of the theoretical underpinnings of data assimilation accessible. Furthermore, the examples, exercises and MATLAB software, make the book suitable for students in applied mathematics, either through a lecture course, or through self-study.
Note:
Auf dem Buchumschlag: "Extras online"
,
Literaturverzeichnis: Seiten 233-238
Additional Edition:
ISBN 9783319203256
Additional Edition:
Erscheint auch als Online-Ausgabe Law, Kody Data Assimilation Cham : Springer, 2015 ISBN 9783319203256
Language:
English
Subjects:
Mathematics
Keywords:
Datenassimilation
;
Datenassimilation
DOI:
10.1007/978-3-319-20325-6