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Catalogue Information
Field name	Details
Dewey Class	515.39
Dewey Class	515.48
Title	Nonlinear Data Assimilation ([EBook]) / by Peter Jan Van Leeuwen, Yuan Cheng, Sebastian Reich.
Author	Van Leeuwen, Peter Jan
Added Personal Name	Cheng, Yuan
Added Personal Name	Reich, Sebastian
Other name(s)	SpringerLink (Online service)
Edition statement	1st ed. 2015.
Publication	Cham : Springer International Publishing , 2015.
Physical Details	XII, 118 p. 19 illus., 15 illus. in color. : online resource.
Series	Frontiers in Applied Dynamical Systems: Reviews and Tutorials 2364-4532 ; ; 2
ISBN	9783319183473
Summary Note	This book contains two review articles on nonlinear data assimilation that deal with closely related topics but were written and can be read independently. Both contributions focus on so-called particle filters. The first contribution by Jan van Leeuwen focuses on the potential of proposal densities. It discusses the issues with present-day particle filters and explorers new ideas for proposal densities to solve them, converging to particle filters that work well in systems of any dimension, closing the contribution with a high-dimensional example. The second contribution by Cheng and Reich discusses a unified framework for ensemble-transform particle filters. This allows one to bridge successful ensemble Kalman filters with fully nonlinear particle filters, and allows a proper introduction of localization in particle filters, which has been lacking up to now.:
System details note	Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site	http://dx.doi.org/10.1007/978-3-319-18347-3
Links to Related Works	Subject References: Computational Mathematics and Numerical Analysis . Computer mathematics . Dynamical systems and ergodic theory . Dynamics . Ergodic theory . Mathematical Applications in the Physical Sciences . Mathematical Physics . Mathematics . Authors: author . Cheng, Yuan . Reich, Sebastian . Van Leeuwen, Peter Jan . Corporate Authors: SpringerLink (Online service) . Series: Frontiers in Applied Dynamical Systems: Reviews and Tutorials . Classification: 515.39 . 515.48 . 515.39 (DDC 23) .

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Nonlinear Data Assimilation

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