Stable and Efficient Cubature-based Filtering in Dynamical Systems

Stable and Efficient Cubature-based Filtering in Dynamical Systems
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Artikel-Nr:
9783319621302
Veröffentl:
2017
Einband:
eBook
Seiten:
160
Autor:
Dominik Ballreich
eBook Typ:
PDF
eBook Format:
Reflowable eBook
Kopierschutz:
Digital Watermark [Social-DRM]
Sprache:
Englisch
Beschreibung:

The book addresses the problem of calculation of d-dimensional integrals (conditional expectations) in filter problems. It develops new methods of deterministic numerical integration, which can be used to speed up and stabilize filter algorithms. With the help of these methods, better estimates and predictions of latent variables are made possible in the fields of economics, engineering and physics. The resulting procedures are tested within four detailed simulation studies.

The book addresses the problem of calculation of d-dimensional integrals (conditional expectations) in filter problems. It develops new methods of deterministic numerical integration, which can be used to speed up and stabilize filter algorithms. With the help of these methods, better estimates and predictions of latent variables are made possible in the fields of economics, engineering and physics. The resulting procedures are tested within four detailed simulation studies.

Introduction.- Filtering in Dynamical Systems.- Deterministic Numerical Integration.- Optimization and Stabilization of Cubature Rules.- Simulation Studies.- Results.- Appendices.- Index.- Bibliography.

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