Filtered auxiliary model recursive generalized extended parameter estimation methods for Box–Jenkins systems by means of the filtering identification idea

For equation‐error autoregressive moving average systems, that is, Box–Jenkins systems, this paper presents a filtered auxiliary model generalized extended stochastic gradient identification method, a filtered auxiliary model multi‐innovation generalized extended stochastic gradient identification m...

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Published inInternational journal of robust and nonlinear control Vol. 33; no. 10; pp. 5510 - 5535
Main Authors Ding, Feng, Xu, Ling, Zhang, Xiao, Zhou, Yihong
Format Journal Article
LanguageEnglish
Published Bognor Regis Wiley Subscription Services, Inc 10.07.2023
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Abstract For equation‐error autoregressive moving average systems, that is, Box–Jenkins systems, this paper presents a filtered auxiliary model generalized extended stochastic gradient identification method, a filtered auxiliary model multi‐innovation generalized extended stochastic gradient identification method, a filtered auxiliary model recursive generalized extended gradient identification method, a filtered auxiliary model multi‐innovation recursive generalized extended gradient identification method, a filtered auxiliary model recursive generalized extended least squares identification method, and a filtered auxiliary model multi‐innovation recursive generalized extended least squares identification method by using the filtering identification idea and the auxiliary model identification idea. The proposed filtered auxiliary model recursive generalized extended identification methods can be generalized to other linear and nonlinear multivariable stochastic systems with colored noises.
AbstractList For equation‐error autoregressive moving average systems, that is, Box–Jenkins systems, this paper presents a filtered auxiliary model generalized extended stochastic gradient identification method, a filtered auxiliary model multi‐innovation generalized extended stochastic gradient identification method, a filtered auxiliary model recursive generalized extended gradient identification method, a filtered auxiliary model multi‐innovation recursive generalized extended gradient identification method, a filtered auxiliary model recursive generalized extended least squares identification method, and a filtered auxiliary model multi‐innovation recursive generalized extended least squares identification method by using the filtering identification idea and the auxiliary model identification idea. The proposed filtered auxiliary model recursive generalized extended identification methods can be generalized to other linear and nonlinear multivariable stochastic systems with colored noises.
Author Zhang, Xiao
Ding, Feng
Xu, Ling
Zhou, Yihong
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  surname: Zhang
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  orcidid: 0000-0002-6483-9927
  surname: Zhou
  fullname: Zhou, Yihong
  organization: Jiangnan University
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Snippet For equation‐error autoregressive moving average systems, that is, Box–Jenkins systems, this paper presents a filtered auxiliary model generalized extended...
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SubjectTerms Autoregressive moving average
auxiliary model identification
filtering identification
Filtration
gradient search
Identification methods
Innovations
Least squares
multi‐innovation identification
Parameter estimation
Stochastic systems
Title Filtered auxiliary model recursive generalized extended parameter estimation methods for Box–Jenkins systems by means of the filtering identification idea
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Frnc.6657
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Volume 33
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