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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
Source PublicationAUTOMATICA
ISSN0005-1098
Volume60Pages:165-172
AbstractThis 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.
KeywordSystem identification Binary-valued output Communication channel Convergence Convergence rate
DOI10.1016/j.automatica.2015.06.030
Language英语
Funding ProjectNational 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 Research AreaAutomation & Control Systems ; Engineering
WOS SubjectAutomation & Control Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000361073600021
PublisherPERGAMON-ELSEVIER SCIENCE LTD
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/20787
Collection系统科学研究所
Corresponding AuthorZhao, Yanlong
Affiliation1.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
Recommended Citation
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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