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Space and time complexities and sensor threshold selection in quantized identification
Wang, Le Yi1; Yin, G. George2; Zhang, Ji-Feng3; Zhao, Yanlong3
2008-12-01
发表期刊AUTOMATICA
ISSN0005-1098
卷号44期号:12页码:3014-3024
摘要This work is concerned with system identification of plants using quantized output observations. We focus on relationships between identification space and time complexities. This problem is of importance for system identification in which data-flow rates are limited due to computer networking, communications, wireless channels, etc. Asymptotic efficiency of empirical measure based algorithms yields a tight lower bound on identification accuracy. This bound is employed to derive a separation principle of space and time complexities and to study sensor threshold selection. Insights gained from these understandings provide a feasible approach for optimal utility of communication bandwidth resources in enhancing identification accuracy. (C) 2008 Elsevier Ltd. All rights reserved.
关键词System identification Estimation Quantized observation Space and time complexity Threshold selection Communication resource allocation
DOI10.1016/j.automatica.2008.04.022
语种英语
资助项目National Science Foundation[ECS-0329597] ; National Science Foundation[DMS-0624849] ; National Science Foundation[DMS-0603287] ; Michigan Economic Development Council, ; Wayne State University Research Enhancement Program ; National Security Agency[MSPF-068-029] ; National Natural Science Foundation of China[60674038] ; National Laboratory of Space Intelligent Control ; Chinese Academy of Sciences ; [7501912]
WOS研究方向Automation & Control Systems ; Engineering
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000261964800003
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/6078
专题系统科学研究所
通讯作者Wang, Le Yi
作者单位1.Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48202 USA
2.Wayne State Univ, Dept Math, Detroit, MI 48202 USA
3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
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Wang, Le Yi,Yin, G. George,Zhang, Ji-Feng,et al. Space and time complexities and sensor threshold selection in quantized identification[J]. AUTOMATICA,2008,44(12):3014-3024.
APA Wang, Le Yi,Yin, G. George,Zhang, Ji-Feng,&Zhao, Yanlong.(2008).Space and time complexities and sensor threshold selection in quantized identification.AUTOMATICA,44(12),3014-3024.
MLA Wang, Le Yi,et al."Space and time complexities and sensor threshold selection in quantized identification".AUTOMATICA 44.12(2008):3014-3024.
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