Autor: Peter Jan Van Leeuwen Yuan Cheng Sebastian Reich
Wydawca: Springer
Dostępność: 3-6 tygodni
Cena: 234,15 zł
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ISBN13: |
9783319183466 |
Autor: |
Peter Jan Van Leeuwen Yuan Cheng Sebastian Reich |
Oprawa: |
Paperback |
Rok Wydania: |
2015 |
Numer Wydania: |
1 |
Ilość stron: |
118 |
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.
Nonlinear Data Assimiliatoin for High-Dimensional Systems.- Assimilating Data into Scientific Models: An Optimal Coupling Perspective.
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