The Automatic Detection of the Continuum Problem in the Stellar Spectra Based on Distance Metric
YU Jing-jing1, PANG Jing-chang1*, MENG Fan-long1, WEI Peng2
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:Continuum problem is a phenomenon that the continuum of spectra get off their actual continuum even break off due to interstellar extinction and flux calibration, and it will have negative impact on the subsequent process such as spectral line extraction and so on. Due to this problem and considering of the continuum features of the stellar spectra, a method of automatic detection and recognition of the continuum problem in the stellar spectra is proposed, which will improve work efficiency greatly compared with the traditional human eyes examination under the condition of maintaining high accuracy. Firstly in this method, the subclass of the test stellar spectra is confirm by calculating the spectra’s lick indices, and the test stellar spectra are normalized . Secondly, the continuum of the test stellar spectra and the template spectra are fit with the same method. The last step goes to continuum template matching. The flux differences of the test stellar spectra and template spectra at every point of wavelength in the continuum spectra will be calculated to analyze the features of its distribution. The features counted are average (called β) value and standard deviation (called δ). The percentage of points distributed in range β±ɑ*δ will be detected to confirm that if there is continuum problem. In the end, this method has been proven to have a good effect on detecting and recognizing the continuum problem spectra by a great deal of experiments.
于敬敬,潘景昌,孟凡龙,韦 鹏. 基于距离度量的LAMOST光谱中连续谱异常的自动检测[J]. 光谱学与光谱分析, 2017, 37(07): 2246-2249.
YU Jing-jing, PANG Jing-chang, MENG Fan-long, WEI Peng. The Automatic Detection of the Continuum Problem in the Stellar Spectra Based on Distance Metric. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37(07): 2246-2249.
[1] Cui X Q, Zhao Y H, Chu Y Q, et al. Research in Astronomy and Astrophysics, 2012, 12(9): 1197.
[2] Luo A L, Zhang H T, Zhao Y H, et al. Research in Astronomy and Astrophysics, 2012, 12(9): 1243.
[3] Cui Xiangqun. Society of Photo-Optical Instrumentation Engineers, 2009, 41: 473.
[4] Worthey G, Faber S M, Gonzalez J J, et al. Astrophysical Journal Supplement, 1994, 94(2): 687.
[5] SHANG Zhen-hong, FU Xiao-dong, YUAN Mei-yu(尚振宏, 付晓东, 袁梅宇). Journal of Computer Applications(计算机应用), 2008, 1: 177.
[6] Wei P, Luo A, Li Y, et al. Journal of Telemedicine & Telecare, 2014, 147(147): S129.
[7] Starck J L, Siebenmorgen R, Gredel R. The Astrophysical Journal, 1997, 482: 1011.
[8] Jacoby G H, Hunter D A, Christian C A. The Astrophysical Journal Supplement Series, 1984, 56: 257.