Automatic disturbance identification for linear quadratic Gaussian control in adaptive optics | |
Wang, Jiaying1,3; Guo, Youming1; Kong, Lin1; Zhang, Lanqiang1; Gu, Naiting1; Chen, Kele1,3; Rao, Changhui1 | |
刊名 | MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY |
2020-07-17 | |
卷号 | 496期号:4页码:5126-5138 |
关键词 | Atmospheric Effects Instrumentation: Adaptive Optics Techniques: High Angular Resolution Telescopes |
ISSN号 | 0035-8711 |
DOI | 10.1093/mnras/staa1698 |
文献子类 | 期刊论文 |
英文摘要 | Linear quadratic Gaussian (LQG) control is an appealing control strategy tomitigate disturbances in adaptive optics (AO) systems. The key of this method is to quickly and consecutively build an accurate dynamical model to track time-varying disturbances such as turbulence, wind load and vibrations. In order to address this problem, we propose an automatic identification method consisting mainly of an improved spectrum separation procedure and a parameter optimization process based on the particle swarm optimization (PSO) algorithm. The improved spectrum separation can pick out perturbation peaks more accurately, especially when some peaks are very close together. Moreover, compared with the Levenberg-Marquardt method and the maximum-likelihood technique based on grids, the PSO algorithm has a faster convergence speed and lower computational burden, and thus is easier to implement. The entire identification process can run automatically online without human intervention. This identification method is verified with a synthetic disturbance profile in a simulation. Furthermore, the performance of the method is evaluated with consecutive measurement data recorded by the 1-m New Vacuum Solar Telescope at the Fuxian Solar Observatory. |
出版地 | OXFORD |
WOS关键词 | Particle Swarm ; Parameter-identification ; Model Identification ; Lqg Control ; Optimization ; Mitigation ; Validation |
WOS研究方向 | Astronomy & Astrophysics |
语种 | 英语 |
出版者 | OXFORD UNIV PRESS |
WOS记录号 | WOS:000574923200078 |
内容类型 | 期刊论文 |
源URL | [http://ir.ioe.ac.cn/handle/181551/10091] |
专题 | 光电技术研究所_自适应光学技术研究室(八室) |
作者单位 | 1.Chinese Acad Sci, Key Lab Adapt Opt, POB 350, Chengdu 610209, Sichuan, Peoples R China 2.Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Inst Opt & Elect, Lab Adapt Opt, Chengdu 610209, Sichuan, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Jiaying,Guo, Youming,Kong, Lin,et al. Automatic disturbance identification for linear quadratic Gaussian control in adaptive optics[J]. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY,2020,496(4):5126-5138. |
APA | Wang, Jiaying.,Guo, Youming.,Kong, Lin.,Zhang, Lanqiang.,Gu, Naiting.,...&Rao, Changhui.(2020).Automatic disturbance identification for linear quadratic Gaussian control in adaptive optics.MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY,496(4),5126-5138. |
MLA | Wang, Jiaying,et al."Automatic disturbance identification for linear quadratic Gaussian control in adaptive optics".MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY 496.4(2020):5126-5138. |
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