J-PLUS: Support vector regression to measure stellar parameters

被引：0

作者：

Wang, Cunshi ^{[1
,2
]}

Bai, Yu ^{[1
]}

Yuan, Haibo ^{[3
]}

Liu, Jifeng ^{[1
,2
]}

Fernández-Ontiveros, J.A. ^{[4
]}

Coelho, Paula R.T. ^{[5
]}

Jiménez-Esteban, F. ^{[6
]}

Galarza, Carlos Andrés ^{[7
]}

Angulo, R.E. ^{[8
,9
]}

Cenarro, A.J. ^{[4
]}

Cristóbal-Hornillos, D. ^{[4
]}

Dupke, R.A. ^{[7
,10
,11
]}

Ederoclite, A. ^{[4
]}

Hernández-Monteagudo, C. ^{[12
,13
]}

López-Sanjuan, C. ^{[4
]}

Marín-Franch, A. ^{[4
]}

Moles, M. ^{[4
]}

Sodré, L. ^{[5
]}

Ramió, H. Vázquez ^{[4
]}

Varela, J. ^{[4
]}

机构：

[1] Key Laboratory of Optical Astronomy, National Astronomical Observatories, Chinese Academy of Sciences, 20A Datun Road, Chaoyang District, Beijing,100012, China

[2] College of Astronomy and Space Sciences, University of Chinese Academy of Sciences, Beijing,100049, China

[3] Department of Astronomy, Beijing Normal University, Beijing,100875, China

[4] Centro de Estudios de Física del Cosmos de Aragón (CEFCA), Unidad Asociada al CSIC, Plaza San Juan 1, Teruel,44001, Spain

[5] Instituto de Astronomia, Geofísica e Ciências Atmosféricas, Universidade de São Paulo, São Paulo,05508-090, Brazil

[6] Departamento de Astrofísica, Centro de Astrobiología (CSIC-INTA), ESAC Campus, Camino Bajo del Castillo s/n, Villanueva de la Cañada, Madrid,E-28692, Spain

[7] Observatório Nacional - MCTI (ON), Rua Gal. José Cristino 77, Rio de Janeiro, São Cristóvão,20921-400, Brazil

[8] Donostia International Physics Centre (DIPC), Paseo Manuel de Lardizabal 4, Donostia-San Sebastián,20018, Spain

[9] IKERBASQUE, Basque Foundation for Science, Bilbao,48013, Spain

[10] University of Michigan, Department of Astronomy, 1085 South University Ave., Ann Arbor,MI,48109, United States

[11] University of Alabama, Department of Physics and Astronomy, Gallalee Hall, Tuscaloosa,AL,35401, United States

[12] Instituto de Astrofísica de Canarias, Tenerife, La Laguna,38205, Spain

[13] Departamento de Astrofísica, Universidad de La Laguna, Tenerife,38206, Spain

来源：

arXiv | 2022年

关键词：

D O I：

暂无

中图分类号：

学科分类号：

摘要：

Astrophysics - Machine learning - Mean square error - Photometry - Regression analysis - Spectroscopic analysis - Temperature - Uncertainty analysis

引用

共 50 条

[1] J-PLUS: Support vector regression to measure stellar parameters
Wang, C.
Bai, Y.
Yuan, H.
Liu, J.
Fernandez-Ontiveros, J. A.
Coelho, P. R. T.
Jimenez-Esteban, F.
Galarza, C. A.
Angulo, R. E.
Cenarro, A. J.
Cristobal-Hornillos, D.
Dupke, R. A.
Ederoclite, A.
Hernandez-Monteagudo, C.
Lopez-Sanjuan, C.
Marin-Franch, A.
Moles, M.
Sodre, L., Jr.
Ramio, H. Vazquez
Varela, J.
ASTRONOMY & ASTROPHYSICS, 2022, 664
[2] Estimation of Stellar Parameters in J-PLUS DR3 through Machine Learning Techniques
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Ojeda, Ana, V
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[3] J-PLUS: Support vector machine applied to STAR-GALAXY-QSO classification
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[4] J-PLUS: Systematic impact of metallicity on photometric calibration with the stellar locus
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[5] J-PLUS: Photometric Recalibration with the Stellar Color Regression Method and an Improved Gaia XP Synthetic Photometry Method
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[6] Supernova environments in J-PLUS
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ASTRONOMY & ASTROPHYSICS, 2024, 684
[7] Estimating stellar atmospheric parameters based on LASSO and support-vector regression
Lu, Yu
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MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2015, 452 (02) : 1394 - 1401
[8] J-PLUS: Stellar parameters, C, N, Mg, Ca, and [α/Fe] abundances for two million stars from DR1
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ASTRONOMY & ASTROPHYSICS, 2022, 659
[9] J-PLUS: Stellar parameters, C, N, Mg, Ca and [α/Fe] abundances for two million stars from DR1
Yang, Lin
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Liu, Jifeng
Beers, Timothy C.
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Daflon, Simone
Fernández-Ontiveros, J.A.
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Varela, Jesús
Ramió, Héctor Vázquez
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arXiv, 2021,
[10] Design of the J-PAS and J-PLUS filter systems
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Ederoclite, A.
Gruel, N.
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Luis-Simoes, R.
Rueda-Teruel, F.
Rueda-Teruel, S.
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Yanes-Diaz, A.
Brauneck, U.
Danielou, A.
Dupke, R.
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Mendes de Oliveira, C.
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MODERN TECHNOLOGIES IN SPACE-AND GROUND-BASED TELESCOPES AND INSTRUMENTATION II, 2012, 8450

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