Identification input design for consistent parameter estimation of linear systems with binary-valued output observations
文献类型：期刊论文
| 作者 | Wang, Le Yi1; Yin, G. George2; Zhao, Yanlong3 ; Zhang, Ji-Feng3
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| 刊名 | IEEE TRANSACTIONS ON AUTOMATIC CONTROL
 |
| 出版日期 | 2008-05-01 |
| 卷号 | 53期号:4页码:867-880 |
| 关键词 | binary-valued observation distribution function identification input design parameter estimation sensor threshold sufficient excitation |
| ISSN号 | 0018-9286 |
| DOI | 10.1109/TAC.2008.920222 |
| 英文摘要 | Input design is of essential importance in system identification for providing sufficient probing capabilities to guarantee convergence of parameter estimates to their true values. This paper presents conditions on input signals that characterize their probing richness for strongly consistent parameter estimation of linear systems with binary-valued output observations. Necessary and sufficient conditions on periodic signals are derived for sufficient richness. These conditions are further studied under different system configurations including open-loop and feedback systems, and different scenarios of noises including actuator noise, input measurement noise, and output measurement noise. In addition to system parameter estimation, essential properties of identifiability and input conditions are also derived when sensor thresholds or noise distribution functions are unknown. The findings of this paper provide a foundation to study identification of systems that either use binary-valued or quantized sensors or involve communication channels, which mandate quantization of signals. |
| WOS研究方向 | Automation & Control Systems ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000256965900001 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/5825]  |
| 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 |
| 推荐引用方式 GB/T 7714 | Wang, Le Yi,Yin, G. George,Zhao, Yanlong,et al. Identification input design for consistent parameter estimation of linear systems with binary-valued output observations[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2008,53(4):867-880. |
| APA | Wang, Le Yi,Yin, G. George,Zhao, Yanlong,&Zhang, Ji-Feng.(2008).Identification input design for consistent parameter estimation of linear systems with binary-valued output observations.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,53(4),867-880. |
| MLA | Wang, Le Yi,et al."Identification input design for consistent parameter estimation of linear systems with binary-valued output observations".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 53.4(2008):867-880. |
入库方式： OAI收割
来源：数学与系统科学研究院
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