Research on M Dwarf Sub-Classification Based on the Measurement of Residual Distribution
KANG Chao1, PAN Jing-chang1*, YI Zhen-ping1, WEI Peng2, JIANG Bin1
1. School of Mechanical, Electrical & Information Engineering, Shandong University, Weihai, Weihai 264209, China 2. Key Laboratory of Optical Astronomy, National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100012, China
Abstract：The classification of stellar spectra is an important job in data processing of astronomy, which is mainly used for searching celestial spectra with known types in massive data survey. This paper focuses on LAMOST M dwarfs fine classification based on measurement of residual distribution. Residual distribution measurement is a measurement method used to measure the distance between two spectra. In the process of calculating the distance between two spectra, normalized processing should come first. Then the residuals of the sampling points of corresponding wavelength are calculated. Eventually the standard deviation of the residual distribution as the distance between the spectra is calculated. In this paper, the M star of LAMOST DR2 is used as the experimental data of classification. The experimental results show that the spectra data can be classified more accurately with the measurement method of residual distribution than the use of other traditional classification methods. The effect of spectral classification is affected by signal to noise ratio, outliers, residual standardized coefficient and other factors.
康 超1，潘景昌1*，衣振萍1，韦 鹏2，姜 斌1 . 基于残差分布度量的M矮星细分类研究 [J]. 光谱学与光谱分析, 2016, 36(07): 2279-2283.
KANG Chao1, PAN Jing-chang1*, YI Zhen-ping1, WEI Peng2, JIANG Bin1 . Research on M Dwarf Sub-Classification Based on the Measurement of Residual Distribution. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(07): 2279-2283.
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