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  • 标题:On the Effect of Noise Correlation in Parameter Identification of SIMO Systems *
  • 本地全文:下载
  • 作者:Niklas Everitt ; Giulio Bottegal ; Cristian R. Rojas
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:28
  • 页码:326-331
  • DOI:10.1016/j.ifacol.2015.12.148
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThe accuracy of identified linear time-invariant single-input multi-output (SIMO) models can be improved when the disturbances affecting the output measurements are spatially correlated. Given a linear parametrization of the modules composing the SIMO structure, we show that the correlation structure of the noise sources and the model structure of the othe modules determine the variance of a parameter estimate. In particular we show that increasing the model order only increases the variance of other modules up to a point. We precisely characterize the variance error of the parameter estimates for finite model orders. We quantify the effect of noise correlation structure, model structure and signal spectra.
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