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Parameter bounds for a class of discrete bilinear systems from records with bounded output errors

 

作者: V. Cerone,  

 

期刊: International Journal of Adaptive Control and Signal Processing  (WILEY Available online 1995)
卷期: Volume 9, issue 1  

页码: 63-70

 

ISSN:0890-6327

 

年代: 1995

 

DOI:10.1002/acs.4480090107

 

出版商: Wiley Subscription Services, Inc., A Wiley Company

 

关键词: Parameter bounding;Errors in variables;Bounded‐errors;Bilinear systems

 

数据来源: WILEY

 

摘要:

AbstractParameter bounding offers a useful alternative to point parameter estimation methods when either statistical hypotheses on the errors are not met or uncertainties are better characterized in a deterministic way (e.g. systematic, round‐off, truncation errors). So far, many efforts have been devoted to the problem of parameter bounding in linear systems, where exact parameter uncertainty intervals can be computed. In contrast, only partial results have been found for general non‐linear parametrization, namely either upper or lower bounds on parameter uncertainties can be evaluated. In this paper we derive approximate parameter uncertainty intervals for a class of discrete bilinear systems with bounded output errors. This work is based on a linear input‐output parametrization and previous results on bounded errors‐in‐variables models. For an extensively simulated example, central estimates by means of the bounded errors‐in‐variables approach and least squares estimates are computed

 

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