Data Assimilation

The Ensemble Kalman Filter

Paperback Engels 2014 2e druk 9783642424762
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

This book reviews popular data-assimilation methods, such as weak and strong constraint variational methods, ensemble filters and smoothers. The author shows how different methods can be derived from a common theoretical basis, as well as how they differ or are related to each other, and which properties characterize them, using several examples. Readers will appreciate the included introductory material and detailed derivations in the text, and a supplemental web site.

Specificaties

ISBN13:9783642424762
Taal:Engels
Bindwijze:paperback
Druk:2
Verschijningsdatum:26-11-2014

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Inhoudsopgave

Statistical definitions.- Analysis scheme.- Sequential data assimilation.- Variational inverse problems.- Nonlinear variational inverse problems.- Probabilistic formulation.- Generalized Inverse.- Ensemble methods.- Statistical optimization.- Sampling strategies for the EnKF.- Model errors.- Square Root Analysis schemes.- Rank issues.- Spurious correlations, localization, and inflation.- An ocean prediction system.- Estimation in an oil reservoir simulator.

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        Data Assimilation