Blind identification of multi-rate sampled plants

This paper presents a blind identification algorithm for single-input single-output (SISO) plants using an oversampling technique with each input symbol lasting for several sampling periods. First, a state-space equation of the multi-rate sampled plant is given and its associated single-input multi-...

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Main Authors: Yu, Chengpu, Zhang, Cishen, Xie, Lihua
Other Authors: School of Electrical and Electronic Engineering
Format: Conference or Workshop Item
Language:English
Published: 2013
Subjects:
Online Access:https://hdl.handle.net/10356/98293
http://hdl.handle.net/10220/12346
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-982932020-03-07T13:24:48Z Blind identification of multi-rate sampled plants Yu, Chengpu Zhang, Cishen Xie, Lihua School of Electrical and Electronic Engineering World Congress on Intelligent Control and Automation (10th : 2012 : Beijing, China) DRNTU::Engineering::Electrical and electronic engineering This paper presents a blind identification algorithm for single-input single-output (SISO) plants using an oversampling technique with each input symbol lasting for several sampling periods. First, a state-space equation of the multi-rate sampled plant is given and its associated single-input multi-output (SIMO) autoregressive moving average (ARMA) model is formulated. A new blind identification algorithm for the SIMO ARMA model is then presented, which exploits the dynamical autoregressive information of the model contained in the autocorrelation matrices of the system outputs but does not require the block Toeplitz structure of the channel convolution matrix used by classical subspace methods. A method for recovering the transfer function of the SISO system from its associated SIMO transfer functions is further given based on the polyphase interpretation of multi-rate systems. Finally, the effectiveness of the proposed algorithm is demonstrated by simulation results. 2013-07-26T02:36:45Z 2019-12-06T19:53:16Z 2013-07-26T02:36:45Z 2019-12-06T19:53:16Z 2012 2012 Conference Paper Yu, C., Zhang, C., & Xie, L. (2012). Blind identification of multi-rate sampled plants. 2012 10th World Congress on Intelligent Control and Automation (WCICA). https://hdl.handle.net/10356/98293 http://hdl.handle.net/10220/12346 10.1109/WCICA.2012.6358428 en © 2012 IEEE.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Yu, Chengpu
Zhang, Cishen
Xie, Lihua
Blind identification of multi-rate sampled plants
description This paper presents a blind identification algorithm for single-input single-output (SISO) plants using an oversampling technique with each input symbol lasting for several sampling periods. First, a state-space equation of the multi-rate sampled plant is given and its associated single-input multi-output (SIMO) autoregressive moving average (ARMA) model is formulated. A new blind identification algorithm for the SIMO ARMA model is then presented, which exploits the dynamical autoregressive information of the model contained in the autocorrelation matrices of the system outputs but does not require the block Toeplitz structure of the channel convolution matrix used by classical subspace methods. A method for recovering the transfer function of the SISO system from its associated SIMO transfer functions is further given based on the polyphase interpretation of multi-rate systems. Finally, the effectiveness of the proposed algorithm is demonstrated by simulation results.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Yu, Chengpu
Zhang, Cishen
Xie, Lihua
format Conference or Workshop Item
author Yu, Chengpu
Zhang, Cishen
Xie, Lihua
author_sort Yu, Chengpu
title Blind identification of multi-rate sampled plants
title_short Blind identification of multi-rate sampled plants
title_full Blind identification of multi-rate sampled plants
title_fullStr Blind identification of multi-rate sampled plants
title_full_unstemmed Blind identification of multi-rate sampled plants
title_sort blind identification of multi-rate sampled plants
publishDate 2013
url https://hdl.handle.net/10356/98293
http://hdl.handle.net/10220/12346
_version_ 1681036190967398400