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Subspace Identification for Closed-Loop Systems With Unknown Deterministic Disturbances | |
Kuan Li; Hao Luo; Yuchen Jiang; Dejia Tang; Hongyan Yang | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica
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ISSN | 2329-9266 |
2023 | |
卷号 | 10期号:12页码:2248-2257 |
摘要 | This paper presents a subspace identification method for closed-loop systems with unknown deterministic disturbances. To deal with the unknown deterministic disturbances, two strategies are implemented to construct the row space that can be used to approximately represent the unknown deterministic disturbances using the trigonometric functions or Bernstein polynomials depending on whether the disturbance frequencies are known. For closed-loop identification, CCF-N4SID is extended to the case with unknown deterministic disturbances using the oblique projection. In addition, a proper Bernstein polynomial order can be determined using the Akaike information criterion (AIC) or the Bayesian information criterion (BIC). Numerical simulation results demonstrate the effectiveness of the proposed identification method for both periodic and aperiodic deterministic disturbances. |
关键词 | Bernstein polynomial closed-loop system subspace identification unknown deterministic disturbances |
DOI | 10.1109/JAS.2023.123330 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/52468 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Kuan Li,Hao Luo,Yuchen Jiang,et al. Subspace Identification for Closed-Loop Systems With Unknown Deterministic Disturbances[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(12):2248-2257. |
APA | Kuan Li,Hao Luo,Yuchen Jiang,Dejia Tang,&Hongyan Yang.(2023).Subspace Identification for Closed-Loop Systems With Unknown Deterministic Disturbances.IEEE/CAA Journal of Automatica Sinica,10(12),2248-2257. |
MLA | Kuan Li,et al."Subspace Identification for Closed-Loop Systems With Unknown Deterministic Disturbances".IEEE/CAA Journal of Automatica Sinica 10.12(2023):2248-2257. |
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