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A novel method for telescope polarization modeling based on an artificial neural network
Peng JG(彭建国)1,2; Yuan S(袁沭)1; Ji KF(季凯帆)1; Xu Z(徐稚)1
发表期刊RESEARCH IN ASTRONOMY AND ASTROPHYSICS
2021-08
卷号21期号:7
DOI10.1088/1674-4527/21/7/159
产权排序第1完成单位
收录类别SCI
关键词techniques polarimetric telescopes polarization instrumentation polarimeters
摘要

The polarization characteristics of an astronomical telescope is an important factor that affects polarimetry accuracy. Polarization modeling is an essential means to achieve high precision and efficient polarization measurement of the telescope, especially for the alt-azimuth mount telescope. At present, the polarization model for the telescope (i.e., the physical parametric model) is mainly constructed using the polarization parameters of each optical element. In this paper, an artificial neural network (ANN) is used to model the polarization characteristics of the telescope. The ANN model between the physical parametric model residual and the pointing direction of the telescope is obtained, which reduces the model deviation caused by the incompleteness of the physical parametric model. Compared with the physical parametric model, the model fitting and predictive accuracy of the New Vacuum Solar Telescope (NVST) is improved after adopting the ANN model. After using the ANN model, the polarization cross-talk from I to Q, U, and V can be reduced from 0.011 to 0.007, and the crosstalk among Q, U, and V can be reduced from 0.047 to 0.020, which effectively improves the polarization measurement accuracy of the telescope.

资助项目National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[11833010] ; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[11773069] ; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[11773072] ; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[11873091] ; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[12073077] ; Key Research and Development Project of Yunnan Province[202003AD150019] ; Yunnan Province Basic Research Plan[2019FA001] ; CAS 'Light of West China' Program[Y9XB015001]
项目资助者National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC)[11833010, 11773069, 11773072, 11873091, 12073077] ; Key Research and Development Project of Yunnan Province[202003AD150019] ; Yunnan Province Basic Research Plan[2019FA001] ; CAS 'Light of West China' Program[Y9XB015001]
语种英语
学科领域物理学 ; 光学 ; 天文学 ; 天文学其他学科
文章类型Article
出版者NATL ASTRONOMICAL OBSERVATORIES, CHIN ACAD SCIENCES
出版地20A DATUN RD, CHAOYANG, BEIJING, 100012, PEOPLES R CHINA
ISSN1674-4527
URL查看原文
WOS记录号WOS:000691273900001
WOS研究方向Astronomy & Astrophysics
WOS类目Astronomy & Astrophysics
关键词[WOS]CALIBRATION
引用统计
文献类型期刊论文
版本出版稿
条目标识符http://ir.ynao.ac.cn/handle/114a53/24553
专题天文技术实验室
光纤阵列太阳光学望远镜研究组
通讯作者Yuan S(袁沭)
作者单位1.Yunnan Observatories, Chinese Academy of Sciences, Kunming 650216, China;
2.University of Chinese Academy of Sciences, Beijing 100049, China
第一作者单位中国科学院云南天文台
通讯作者单位中国科学院云南天文台
推荐引用方式
GB/T 7714
Peng JG,Yuan S,Ji KF,et al. A novel method for telescope polarization modeling based on an artificial neural network[J]. RESEARCH IN ASTRONOMY AND ASTROPHYSICS,2021,21(7).
APA Peng JG,Yuan S,Ji KF,&Xu Z.(2021).A novel method for telescope polarization modeling based on an artificial neural network.RESEARCH IN ASTRONOMY AND ASTROPHYSICS,21(7).
MLA Peng JG,et al."A novel method for telescope polarization modeling based on an artificial neural network".RESEARCH IN ASTRONOMY AND ASTROPHYSICS 21.7(2021).
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