Data Assimilation Fundamentals A Unified Formulation of the State and Parameter Estimation Problem

Data Assimilation Fundamentals A Unified Formulation of the State and Parameter Estimation Problem

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This open-access textbook's significant contribution is the unified derivation of data-assimilation techniques from a common fundamental and optimal starting point, namely Bayes' theorem. Unique for this book is the "top-down" derivation of the assimilation methods. It starts fro...

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Bibliographic Details
Main Author: Evensen, Geir (auth)
Other Authors: Vossepoel, Femke C. (auth), van Leeuwen, Peter Jan (auth)
Format: Electronic Book Chapter
Language:English
Published: Cham Springer Nature 2022
Series:Springer Textbooks in Earth Sciences, Geography and Environment
Subjects:
Earth sciences
Probability & statistics
Bayesian inference
Data Assimilation
Parameter Estimation
Ensemble Kalman Filter
4DVar
Representer Method
Ensemble Methods
Particle Filter
Particle Flow
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