Nonlinear data assimilation [electronic resource] / Peter Jan van Leeuwen, Yuan Cheng, Sebastian Reich.
2015
QA401
Linked e-resources
Linked Resource
Online Access
Concurrent users
Unlimited
Authorized users
Authorized users
Document Delivery Supplied
Can lend chapters, not whole ebooks
Details
Title
Nonlinear data assimilation [electronic resource] / Peter Jan van Leeuwen, Yuan Cheng, Sebastian Reich.
ISBN
9783319183473 electronic book
3319183478 electronic book
9783319183466
3319183478 electronic book
9783319183466
Published
Cham : Springer, [2015]
Copyright
©2015
Language
English
Description
1 online resource : color illustrations
Call Number
QA401
Dewey Decimal Classification
511.8
Summary
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.
Bibliography, etc. Note
Includes bibliographical references.
Access Note
Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (viewed July 27m 2015).
Added Author
Cheng, Yuan, author.
Reich, Sebastian, author.
Reich, Sebastian, author.
Series
Frontiers in applied dynamical systems. Reviews and tutorials ; 2.
Linked Resources
Online Access
Record Appears in
Online Resources > Ebooks
All Resources
All Resources