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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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. |
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DRNTU::Engineering::Electrical and electronic engineering Yu, Chengpu Zhang, Cishen Xie, Lihua Blind identification of multi-rate sampled plants |
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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. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Yu, Chengpu Zhang, Cishen Xie, Lihua |
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Conference or Workshop Item |
author |
Yu, Chengpu Zhang, Cishen Xie, Lihua |
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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 |
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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 |
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2013 |
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https://hdl.handle.net/10356/98293 http://hdl.handle.net/10220/12346 |
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