Decision-Based System Identification and Adaptive Resource Allocation

doi:10.1109/TAC.2016.2612483

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	Decision-Based System Identification and Adaptive Resource Allocation
	Guo, Jin 1; Mu, Biqiang2 ; Wang, Le Yi 3; Yin, George 4; Xu, Lijian 5
	2017-05-01
发表期刊	IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN	0018-9286
卷号	62 期号:5 页码:2166-2179
摘要	System identification extracts information from a system's operational data to derive a representative model for the system so that a decision can be made with desired accuracy and reliability. When resources are limited, especially for networked systems sharing data and communication power and bandwidth, identification must consider complexity as a critical limitation. Focusing on optimal resource allocation under a given reliability requirement, this paper studies identification complexity and its relations to decision making. Dynamic resource assignments are investigated. Algorithms are developed and their convergence properties are established, including strong convergence, almost sure convergence rate, and asymptotic normality. By a suitable design of resource updating step sizes, the algorithms are shown to achieve the CR lower bound asymptotically, and hence are asymptotically efficient. Illustrative examples demonstrate significant advantages of our real-time and individualized resource allocation methodologies over population-based worst-case strategies.
关键词	Complexity decision resource allocation system identification
DOI	10.1109/TAC.2016.2612483
语种	英语
资助项目	Air Force Office of Scientific Research[FA9550-15-1-0131] ; National Natural Science Foundation of China[61403027] ; National Natural Science Foundation of China[61603379] ; Academy of Mathematics and Systems Science, CAS[2015-hwyxqnrc-mbq] ; National Key Basic Research Program of China (973 program)[2014CB845301]
WOS研究方向	Automation & Control Systems ; Engineering
WOS类目	Automation & Control Systems ; Engineering, Electrical & Electronic
WOS记录号	WOS:000400473800007
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/26082
专题	系统科学研究所
通讯作者	Guo, Jin
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 CAS, Beijing 100190, Peoples R China 3.Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48202 USA 4.Wayne State Univ, Dept Math, Detroit, MI 48202 USA 5.SUNY, Farmingdale State Coll, Dept Elect & Comp Engn Technol, Farmingdale, NY 11735 USA
推荐引用方式 GB/T 7714	Guo, Jin,Mu, Biqiang,Wang, Le Yi,et al. Decision-Based System Identification and Adaptive Resource Allocation[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2017,62(5):2166-2179.
APA	Guo, Jin,Mu, Biqiang,Wang, Le Yi,Yin, George,&Xu, Lijian.(2017).Decision-Based System Identification and Adaptive Resource Allocation.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,62(5),2166-2179.
MLA	Guo, Jin,et al."Decision-Based System Identification and Adaptive Resource Allocation".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 62.5(2017):2166-2179.