Two recursive least squares parameter estimation algorithms for multirate multiple-input systems by using the auxiliary model
This paper considers identification problems of multirate multiple-input output error systems, derives the input-output representations by using the state space models of the multirate systems, and presents two auxiliary model based recursive least squares algorithms for the corresponding output err...
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| Vydané v: | Mathematics and computers in simulation Ročník 82; číslo 5; s. 777 - 789 |
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| Hlavní autori: | , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Elsevier B.V
01.01.2012
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| ISSN: | 0378-4754, 1872-7166 |
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| Abstract | This paper considers identification problems of multirate multiple-input output error systems, derives the input-output representations by using the state space models of the multirate systems, and presents two auxiliary model based recursive least squares algorithms for the corresponding output error models with each subsystem having different or same denominator polynomials. The simulation results show the effectiveness of the proposed algorithms. |
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| AbstractList | This paper considers identification problems of multirate multiple-input output error systems, derives the input-output representations by using the state space models of the multirate systems, and presents two auxiliary model based recursive least squares algorithms for the corresponding output error models with each subsystem having different or same denominator polynomials. The simulation results show the effectiveness of the proposed algorithms. |
| Author | Han, Lili Wu, Fangxiang Ding, Feng Sheng, Jie |
| Author_xml | – sequence: 1 givenname: Lili surname: Han fullname: Han, Lili email: joyxian_2000@163.com organization: Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), Jiangnan University, Wuxi 214122, PR China – sequence: 2 givenname: Fangxiang surname: Wu fullname: Wu, Fangxiang email: fangxiang.wu@usask.ca organization: Department of Mechanical Engineering, University of Saskatchewan, Saskatoon, Canada S7N 5A9 – sequence: 3 givenname: Jie surname: Sheng fullname: Sheng, Jie email: shengj2@u.washington.edu organization: Institute of Technology, University of Washington, Tacoma, WA 98402-3100, USA – sequence: 4 givenname: Feng surname: Ding fullname: Ding, Feng email: fding@jiangnan.edu.cn organization: Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), Jiangnan University, Wuxi 214122, PR China |
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| Keywords | Output error methods Auxiliary model identification idea Multirate systems Least squares Multi-innovation identification theory |
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| Title | Two recursive least squares parameter estimation algorithms for multirate multiple-input systems by using the auxiliary model |
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