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Recursive identification of FIR systems with binary-valued outputs and communication channels
Guo, Jin1; Zhao, Yanlong2; Sun, Chang-Yin1; Yu, Yao1
2015-10-01
发表期刊AUTOMATICA
ISSN0005-1098
卷号60页码:165-172
摘要This paper investigates the recursive identification of the finite impulse response systems whose outputs are subject to both the binary-valued quantization and the communication unreliability. The discrete memoryless channel with packet losses and the additive white Gaussian noise channel with time-delay are considered, a stochastic gradient type algorithm and a stochastic approximation type algorithm are respectively proposed to estimate the unknown system parameters. Under some mild conditions, the algorithms can be proved to be convergent in the almost sure and mean square senses. Also, the convergence rates are given. Numerical examples are included to illustrate the performance of the algorithms. (C) 2015 Elsevier Ltd. All rights reserved.
关键词System identification Binary-valued output Communication channel Convergence Convergence rate
DOI10.1016/j.automatica.2015.06.030
语种英语
资助项目National Science Fund for Distinguished Young Scholars[61125306] ; National Natural Science Foundation of China[61174042] ; National Natural Science Foundation of China[61473324] ; National Natural Science Foundation of China[61403027] ; Beijing Natural Science Foundation[4144078]
WOS研究方向Automation & Control Systems ; Engineering
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000361073600021
出版者PERGAMON-ELSEVIER SCIENCE LTD
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/20787
专题系统科学研究所
通讯作者Zhao, Yanlong
作者单位1.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
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GB/T 7714
Guo, Jin,Zhao, Yanlong,Sun, Chang-Yin,et al. Recursive identification of FIR systems with binary-valued outputs and communication channels[J]. AUTOMATICA,2015,60:165-172.
APA Guo, Jin,Zhao, Yanlong,Sun, Chang-Yin,&Yu, Yao.(2015).Recursive identification of FIR systems with binary-valued outputs and communication channels.AUTOMATICA,60,165-172.
MLA Guo, Jin,et al."Recursive identification of FIR systems with binary-valued outputs and communication channels".AUTOMATICA 60(2015):165-172.
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