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Application of machine learning in astronomical spectral data mining

Ting Zhang Hailong Zhang Yazhou Zhang Xu Du Wenna Cai Han Wu Yuyue Jiao Wanqiong Wang Jie Wang Xinchen Ye Jia Li

Astronomical Techniques and Instruments2025，Vol.2Issue(2)：P.73-87,15.

Astronomical Techniques and Instruments2025，Vol.2Issue(2)：P.73-87,15.DOI:10.61977/ati2024057

Application of machine learning in astronomical spectral data mining

Ting Zhang ¹Hailong Zhang ²Yazhou Zhang ³Xu Du ¹Wenna Cai ¹Han Wu ¹Yuyue Jiao ¹Wanqiong Wang ³Jie Wang ⁴Xinchen Ye ⁵Jia Li³

作者信息

1. Xinjiang Astronomical Observatory,Chinese Academy of Sciences,Urumqi 830011,China University of Chinese Academy of Sciences,Beijing 100049,China
2. Xinjiang Astronomical Observatory,Chinese Academy of Sciences,Urumqi 830011,China University of Chinese Academy of Sciences,Beijing 100049,China Key Laboratory of Radio Astronomy,Chinese Academy of Sciences,Nanjing 210008,China National Astronomical Data Center,Beijing 100101,China
3. Xinjiang Astronomical Observatory,Chinese Academy of Sciences,Urumqi 830011,China
4. Xinjiang Astronomical Observatory,Chinese Academy of Sciences,Urumqi 830011,China University of Chinese Academy of Sciences,Beijing 100049,China National Astronomical Data Center,Beijing 100101,China
5. Xinjiang Astronomical Observatory,Chinese Academy of Sciences,Urumqi 830011,China National Astronomical Data Center,Beijing 100101,China
折叠

摘要

关键词

Machine learning/Neural networks/Stellar atmospheric parameter prediction/Stellar spectral classification

分类

天文与地球科学

引用本文复制引用

Ting Zhang,Hailong Zhang,Yazhou Zhang,Xu Du,Wenna Cai,Han Wu,Yuyue Jiao,Wanqiong Wang,Jie Wang,Xinchen Ye,Jia Li..Application of machine learning in astronomical spectral data mining[J].Astronomical Techniques and Instruments,2025,2(2):P.73-87,15.

基金项目

National Key R&D Program of China(2021YFC2203502 and 2022YFF0711502) （2021YFC2203502 and 2022YFF0711502）

National Natural Science Foundation of China(NSFC)(12173077) （NSFC）

Tianshan Talent Project of Xinjiang Uygur Autonomous Region(2022TSYCCX0095 and 2023TSYCCX0112) （2022TSYCCX0095 and 2023TSYCCX0112）

Scientific Instrument Developing Project of the Chinese Academy of Sciences(PTYQ2022YZZD01) （PTYQ2022YZZD01）

China National Astronomical Data Center(NADC) （NADC）

Operation,Maintenance and Upgrading Fund for Astronomical Telescopes and Facility Instruments,budgeted from the Ministry of Finance of China(MOF)and administrated by the Chinese Academy of Sciences （MOF）

Natural Science Foundation of Xinjiang Uygur Autonomous Region(2022D01A360). （2022D01A360）

Astronomical Techniques and Instruments

ISSN：2097-3675

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