KMS Of Academy of mathematics and systems sciences, CAS
IDENTIFICATION OF HAMMERSTEIN SYSTEMS WITH QUANTIZED OBSERVATIONS | |
Zhao, Yanlong1; Zhang, Ji-Feng1; Wang, Le Yi2; Yin, G. George3 | |
2010 | |
发表期刊 | SIAM JOURNAL ON CONTROL AND OPTIMIZATION |
ISSN | 0363-0129 |
卷号 | 48期号:7页码:4352-4376 |
摘要 | This work is concerned with identification of Hammerstein systems whose outputs are measured by quantized sensors. The system consists of a memoryless nonlinearity that is polynomial and possibly noninvertible, followed by a linear subsystem. The parameters of linear and nonlinear parts are unknown but have known orders. Input design, identification algorithms, and their essential properties are presented under the assumptions that the distribution function of the noise is known and the quantization thresholds are known. The concept of strongly scaled full rank signals is introduced to capture the essential conditions under which the Hammerstein system can be identified with set-valued observations. Under strongly scaled full rank conditions, a strongly convergent algorithm is constructed. Asymptotic consistency and efficiency of the algorithm are investigated. |
关键词 | identification quantized observations Hammerstein systems parameter estimation quantization thresholds strongly scaled full rank signals |
DOI | 10.1137/070707877 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[6657100] ; National Natural Science Foundation of China[60821091] ; National Natural Science Foundation of China[60934006] ; Chinese Academy of Sciences ; National Laboratory of Space Intelligent Control ; National Science Foundation[ECS-0329597] ; National Science Foundation[DMS-0624849] ; National Science Foundation[DMS-0907753] ; Michigan Economic Development Council ; Air Force Office of Scientific Research[FA9550-10-1-0210] |
WOS研究方向 | Automation & Control Systems ; Mathematics |
WOS类目 | Automation & Control Systems ; Mathematics, Applied |
WOS记录号 | WOS:000281673500008 |
出版者 | SIAM PUBLICATIONS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/9868 |
专题 | 系统科学研究所 |
通讯作者 | Zhao, Yanlong |
作者单位 | 1.Chinese Acad Sci, Key Lab Syst & Control, Inst Syst Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48202 USA 3.Wayne State Univ, Dept Math, Detroit, MI 48202 USA |
推荐引用方式 GB/T 7714 | Zhao, Yanlong,Zhang, Ji-Feng,Wang, Le Yi,et al. IDENTIFICATION OF HAMMERSTEIN SYSTEMS WITH QUANTIZED OBSERVATIONS[J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION,2010,48(7):4352-4376. |
APA | Zhao, Yanlong,Zhang, Ji-Feng,Wang, Le Yi,&Yin, G. George.(2010).IDENTIFICATION OF HAMMERSTEIN SYSTEMS WITH QUANTIZED OBSERVATIONS.SIAM JOURNAL ON CONTROL AND OPTIMIZATION,48(7),4352-4376. |
MLA | Zhao, Yanlong,et al."IDENTIFICATION OF HAMMERSTEIN SYSTEMS WITH QUANTIZED OBSERVATIONS".SIAM JOURNAL ON CONTROL AND OPTIMIZATION 48.7(2010):4352-4376. |
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