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Optimal observers for ARMA models

 

作者: K. WARWICK,  

 

期刊: International Journal of Control  (Taylor Available online 1987)
卷期: Volume 46, issue 5  

页码: 1493-1503

 

ISSN:0020-7179

 

年代: 1987

 

DOI:10.1080/00207178708933989

 

出版商: Taylor & Francis Group

 

数据来源: Taylor

 

摘要:

A polynomial-based ARMA model, when posed in a state-space framework can be regarded in many different ways. In this paper two particular state-space forms of the ARMA model are considered, and although both are canonical in structure they differ in respect of the mode in which disturbances are fed into the state and output equations. For both forms a solution is found to the optimal discrete-time observer problem and algebraic connections between the two optimal observers are shown. The purpose of the paper is to highlight the fact that the optimal observer obtained from the first state-space form, commonly known as the innovations form, is not that employed in an optimal controller, in the minimum-output variance sense, whereas the optimal observer obtained from the second form is. Hence the second form is a much more appropriate state-space description to use for controller design, particularly when employed in self-tuning control schemes.

 

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