Fast J-Unitary Array Form of the Hyper H Filter

Kiyoshi NISHIYAMA

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Summary :

In our previous work, the hyper H filter is developed for tracking of unknown time-varying systems. Additionally, a fast algorithm, called the fast H filter, of the hyper H filter is derived on condition that the observation matrix has a shifting property. This algorithm has a computational complexity of O(N) where N is the dimension of the state vector. However, there still remains a possibility of deriving alternative forms of the hyper H filter. In this work, a fast J-unitary form of the hyper H filter is derived, providing a new H fast algorithm, called the J-fast H filter. The J-fast H filter possesses a computational complexity of O(N), and the resulting algorithm is very amenable to parallel processing. The validity and performance of the derived algorithm are confirmed by computer simulations.

Publication
IEICE TRANSACTIONS on Fundamentals Vol.E88-A No.11 pp.3143-3150
Publication Date
2005/11/01
Publicized
Online ISSN
DOI
10.1093/ietfec/e88-a.11.3143
Type of Manuscript
PAPER
Category
Digital Signal Processing

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