Recursive Identification of IIR Systems with Multilevel Output Quantization

Three gradient type recursive algorithms for the identification of Infinite Impulse Response (IIR) systems whose outputs are subject to multilevel quantization are presented in this paper. Proof of consistency of the estimates are provided. The influence of the quantization step on the performance o...

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Published in2018 Argentine Conference on Automatic Control (AADECA) pp. 1 - 6
Main Authors Carlos Gomez, Juan, Brauchli, Guillermo
Format Conference Proceeding
LanguageEnglish
Published Argentine Association of Automatic Control 01.11.2018
Subjects
Convergence
Covariance matrices
Finite impulse response filters
Gradient Type Algorithms
Kalman filters
Quantization (signal)
Quantized Data
Recursive Identification
Transfer functions
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DOI10.23919/AADECA.2018.8577232

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Abstract Three gradient type recursive algorithms for the identification of Infinite Impulse Response (IIR) systems whose outputs are subject to multilevel quantization are presented in this paper. Proof of consistency of the estimates are provided. The influence of the quantization step on the performance of the proposed algorithms, and their capability to track time-varying parameters are analyzed through simulation examples.
AbstractList Three gradient type recursive algorithms for the identification of Infinite Impulse Response (IIR) systems whose outputs are subject to multilevel quantization are presented in this paper. Proof of consistency of the estimates are provided. The influence of the quantization step on the performance of the proposed algorithms, and their capability to track time-varying parameters are analyzed through simulation examples.
Author Carlos Gomez, Juan
Brauchli, Guillermo
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  givenname: Guillermo
  surname: Brauchli
  fullname: Brauchli, Guillermo
  organization: FCEIA, Universidad Nacional de Rosario, Argentina
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Snippet Three gradient type recursive algorithms for the identification of Infinite Impulse Response (IIR) systems whose outputs are subject to multilevel quantization...
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SubjectTerms Convergence
Covariance matrices
Finite impulse response filters
Gradient Type Algorithms
Kalman filters
Quantization (signal)
Quantized Data
Recursive Identification
Transfer functions
Title Recursive Identification of IIR Systems with Multilevel Output Quantization
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