Automatic Measurement of the Stellar Atmospheric Parameters Based Mass Estimation

	Automatic Measurement of the Stellar Atmospheric Parameters Based Mass Estimation
	Tu Liang-ping 1,2; Wei Hui-ming 1; Luo A-li2 ; Zhao Yong-heng2
刊名	SPECTROSCOPY AND SPECTRAL ANALYSIS
	2015-11-01
卷号	35 期号:11 页码:3204-3208
关键词	Stellar spectra Parameter measurement Mass estimation
英文摘要	We have collected massive stellar spectral data in recent years, which leads to the research on the automatic measurement of stellar atmospheric physical parameters (effective temperature Teff, surface gravity log g and metallic abundance [Fe/H]) become an important issue. To study the automatic measurement of these three parameters has important significance for some scientific problems, such as the evolution of the universe and so on. But the research of this problem is not very widely, some of the current methods are not able to estimate the values of the stellar atmospheric physical parameters completely and accurately. So in this paper, an automatic method to predict stellar atmospheric parameters based on mass estimation was presented, which can achieve the prediction of stellar effective temperature Teff, surface gravity log g and metallic abundance [Fe/H]. This method has small amount of computation and fast training speed. The main idea of this method is that firstly it need us to build some mass distributions, secondly the original spectral data was mapped into the mass space and then to predict the stellar parameter with the support vector regression (SVR) in the mass space. we choose the stellar spectral data from the United States SDSS-DR8 for the training and testing. We also compared the predicted results of this method with the SSPP and achieve higher accuracy. The predicted results are more stable and the experimental results show that the method is feasible and can predict the stellar atmospheric physical parameters effectively.
收录类别	SCI
语种	英语
WOS记录号	WOS:000364503600046
内容类型	期刊论文
源URL	[http://ir.bao.ac.cn/handle/114a11/5547]
专题	国家天文台_光学天文研究部
作者单位	1.Univ Sci & Technol Liaoning, Sch Sci, Anshan 114051, Peoples R China 2.Chinese Acad Sci, Natl Astron Observ, Key Lab Opt Astron, Beijing 100012, Peoples R China
推荐引用方式 GB/T 7714	Tu Liang-ping,Wei Hui-ming,Luo A-li,et al. Automatic Measurement of the Stellar Atmospheric Parameters Based Mass Estimation[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2015,35(11):3204-3208.
APA	Tu Liang-ping,Wei Hui-ming,Luo A-li,&Zhao Yong-heng.(2015).Automatic Measurement of the Stellar Atmospheric Parameters Based Mass Estimation.SPECTROSCOPY AND SPECTRAL ANALYSIS,35(11),3204-3208.
MLA	Tu Liang-ping,et al."Automatic Measurement of the Stellar Atmospheric Parameters Based Mass Estimation".SPECTROSCOPY AND SPECTRAL ANALYSIS 35.11(2015):3204-3208.