Automated stellar spectral analysis software for survey spectra

被引:7
作者
Luo, A-Li [1 ]
Wu, Yue [1 ]
Zhao, Jingkun [1 ]
Zhao, Gang [1 ]
机构
[1] Chinese Acad Sci, Natl Astron Observ, Beijing 100012, Peoples R China
来源
ADVANCED SOFTWARE AND CONTROL FOR ASTRONOMY II, PTS 1 & 2 | 2008年 / 7019卷
关键词
stellar parameters; BP; neural network; RBF; regression;
D O I
10.1117/12.788251
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A spectral analysis pipeline of LAMOST (Large sky Area Multi-Object fiber Spectroscopic Telescope), which produces archived spectral type data, is introduced. By studying observational and theoretical stellar spectra, spectral features within medium resolution are discussed, those lines and bands with high sensitivity to stellar atmospheric parameters, viz. effective temperature (Teff), surface gravity (logg) and metallicity ([Fe/H]), were selected. According to the research, selected features were put into different objective algorithms to extract parameters. The application of three algorithms to SDSS/SEGUE spectra, namely radial basis function neural network (RBFN), back propagation neural network (BPN) and non-parameter regression (NPR), shows intrinsic statistical consistency. Based on the above research, a stellar atmospheric parameter pipeline for LAMOST is designed.
引用
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页数:11
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