光谱学与光谱分析 |
|
|
|
|
|
Stellar Spectrum Parameter Measurement Based on Line Index by Linear Regression |
TAN Xin1, PAN Jing-chang1*, WANG Jie1 , LUO A-li2 , TU Liang-ping3 |
1. School of Mechanical, Electrical & Information Engineering, Shandong University at Weihai, Weihai 264209, China 2. Key Laboratory of Optical Astronomy, National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100012, China 3. School of Science, Liaoning University of Science and Technology, Anshan 144051, China |
|
|
Abstract Using the Lick line index, according to the magnanimity characteristics of the spectrum an efficient algorithm of the atmospheric physical parameters measurement by the linear regression method from the point of view of statistical regression was designed. The linear regression was used to achieve the best regression effect by selecting the type of regression and the composition of line index. The formula obtained from the regression model makes the computation speed fast when applied to new data, and the clarity and ease of analysis processing can not be reached by other methods. The experimental results show that through the line index regression method to get the atmospheric physical parameters is feasible.
|
Received: 2012-10-19
Accepted: 2012-12-28
|
|
Corresponding Authors:
PAN Jing-chang
E-mail: pjc@sdu.edu.cn
|
|
[1] Noterdaeme P, Petitjean P,Carithers W C,et al. Column Density Distribution and Cosmological Mass Density of Neutral Gas: Sloan Digital Sky Survey-Ⅲ Data Release 9. Astronomy & Astrophysics Manuscript no. fhi, October 5, 2012. [2] Liivamgi L J, Tempel E, Saar E. SDSS DR7 Superclusters The Catalogues. Astronomy & Astrophysics Manuscript no. dr7cat7, January 17, 2012. [3] Isabelle Pris, Patrick Petitjean, ric Aubourg, et al. The Sloan Digital Sky Survey Quasar Catalog: Ninth Data Release. Astronomy & Astrophysicsmanuscript no. DR9Q, October 19, 2012. [4] Cui Xiangqun, Zhao Yongheng, Chu Yaoquan, et al. Research in Astron. Astrophys.,2012,12(9):1197. [5] Luo A’li, Zhang Haotong, Zhao Yongheng, et al. Research in Astronomy and Astrophysics, 2012,12(9):1243. [6] Zhao Gang, Zhao Yongheng, Chu Yaoquan, et al. Research in Astron. Astrophys., 2012, 12(7): 723. [7] Farrell S A, Servillat M, Pforr J, et al. The Astrophysical Journal Letters, 2012,747(1):6. [8] Foster C, Hopkins A M, Gunawardhana M, et al. Galaxy And Mass Assembly (GAMA): the Mass-Metallicity Relationship. Astronomy & Astrophysicsmanuscript no. gama.gpm, September 11, 2012. [9] Ian Harrison,Peter Coles. Mon. Not. R. Astron. Soc.,2011,418:L20. [10] Ian Harrison,Peter Coles. Mon. Not. R. Astron. Soc.,2012,421:L19. [11] Marco Baldi. Mon. Not. R. Astron. Soc.,2011,000:1. [12] Cui Weiguang, Marco Baldi, Stefano Borgani, et al. Mon. Not. R. Astron. Soc.,2011,000:1. [13] Emma Beynon, Marco Baldi, David J Bacon, et al. Mon. Not. R. Astron. Soc.,2010,000:1. [14] Daniel Thomas, Claudia Maraston, Jonas Johansson. Mon. Not. R. Astron. Soc.,2011,412:2183. [15] Guy Worthey, Faber S M, Jesús González J, et al. The Astrophysical Journal Supplement Series, 1994,95: 687. [16] Franchini C, Morossi P,Di Marcantonio, et al. The Astrophysical Journal, 2011,730: 117. |
[1] |
XIA Chen-zhen1, 2, 3, JIANG Yan-yan4, ZHANG Xing-yu1, 2, 3, SHA Ye5, CUI Shuai1, 2, 3, MI Guo-hua5, GAO Qiang1, 2, 3, ZHANG Yue1, 2, 3*. Estimation of Soil Organic Matter in Maize Field of Black Soil Area Based on UAV Hyperspectral Image[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2617-2626. |
[2] |
PENG Jiao-yu1, 2*, YANG Ke-li1, 2, BIAN Shao-ju1, 3, 4, CUI Rui-zhi1, 3, DONG Ya-ping1, 2, LI Wu1, 3. Quantitative Analysis of Monoborates (H3BO3 and B(OH)-4) in Aqueous Solution by Raman Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(08): 2456-2462. |
[3] |
WU Jie1, LI Chuang-kai1, CHEN Wen-jun1, HUANG Yan-xin1, ZHAO Nan1, LI Jia-ming1, 2*, YANG Huan3, LI Xiang-you4, LÜ Qi-tao3,5, ZHANG Qing-mao1,2,5. Multiple Liner Regression for Improving the Accuracy of Laser-Induced Breakdown Spectroscopy Assisted With Laser-Induced Fluorescence (LIBS-LIF)[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(03): 795-801. |
[4] |
MA Yang, ZHANG Ji-fu, CAI Jiang-hui, YANG Hai-feng, ZHAO Xu-jun*. Parallel Extraction and Analysis of Abnormal Features of QSO Spectra Based on Sparse Subspace[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(04): 1086-1091. |
[5] |
MA Yan1, 2, 3, ZHAO Hang-zheng1, 2, 3, YU Min-da2, 3, CUI Jun2, 3, SHAN Guang-chun2, 3, ZHENG Yi-ming2, 3, ZHANG Ya-ru1, HE Xiao-song2, 3*. Rapid Identification of Water Body Characteristics in Petroleum Hydrocarbon Contaminated Sites by Spectral Parameter Method[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(03): 822-827. |
[6] |
WANG Cheng1, YU Hang1, YAO Wei-rong1, CHENG Yu-liang1, GUO Ya-hui1, QIAN He1, TAN Zhi-qiang2, XIE Yun-fei1*. A Study on the Screening of Anti-Inflammatory Drug Diclofenac Sodium in Dietary Supplements by Near Infrared Hyperspectral Imaging[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(02): 592-598. |
[7] |
YAO Meng, WANG Hai-shui*. To Make a Good Infrared Spectrum in NaCl Aqueous Solution Where Lambert-Beer’s Law is Not to be Obeyed[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(01): 65-70. |
[8] |
SUN Yan-hua1, 2, FAN Yong-tao1, 2*. Correction of Temperature Influence in Near Infrared Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40(06): 1690-1695. |
[9] |
QU Cai-Xia, YANG Hai-feng*, CAI Jiang-hui, XUN Ya-ling. P-Cygni Profile Analysis of the Spectrum: LAMOST J152238.11+333136.1[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40(04): 1304-1308. |
[10] |
XUE Ren-zheng1, CHEN Shu-xin1*, HUANG Hong-ben2. Line Index of A-Type Stellar Astronomical Spectrum Predict Effective Temperature by Ridge Regression Model[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(08): 2624-2629. |
[11] |
QU Cai-xia1, YANG Hai-feng1*, CAI Jiang-hui1*, LUO A-li2, ZHANG Ji-fu1, NIE Yao-yao1. Feature Extraction and Analysis of Double-Peaked Emission Line Spectra Based on Relevant Subspace[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(06): 1677-1682. |
[12] |
CHENG Gong1,2, LI Jia-xuan1,2, WANG Chao-peng3, HU Zhen-guang3, NING Qing-kun3. Study on Hyperspectral Quantitative Inversion of Ionic Rare Earth Ores[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(05): 1571-1578. |
[13] |
CAI Jiang-hui1, YANG Yu-qing1, YANG Hai-feng1*, LUO A-li2, KONG Xiao2, ZHANG Ji-fu1. Spectral Analysis of Sky Light Based on Trajectory Clustering[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(04): 1301-1306. |
[14] |
LU De-jun, CUAN Kai-xuan, ZHANG Wei-feng*. Research on Spectral Reflectance Estimation Using Locally Weighted Linear Regression within k-Nearest Neighbors[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(12): 3708-3712. |
[15] |
LIU Yan-de1, XIAO Huai-chun1, SUN Xu-dong1, HAN Ru-bing1, YE Ling-yu1, HUANG Liang1, XIAO Yu-song1, LIAO Xiao-hong2. Study on the Quick Non-Destructive Detection of Citrus Huanglongbing Based on the Spectrometry of VIS and NIR[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(02): 528-534. |
|
|
|
|