光谱学与光谱分析 |
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A Method for Auto-Extraction of Spectral Lines Based on Convolution Type of Wavelet Packet Transformation |
LIU Zhong-tian1, WU Fu-chao1, LUO A-li2, ZHAO Yong-heng2 |
1. National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100080, China 2. National Astronomical Observatory, Chinese Academy of Sciences, Beijing 100012, China |
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Abstract The important astrophysical information is hidden in spectral lines of astronomical spectra. The presen paper presents a method for auto-extraction of spectral lines based on convolution type of wavelet packet. This method consists of four main steps: First, the observed spectra are transformed by convolution type of wavelet packet with 4th scale. Then, the noise with coefficients of the 4th scale is eliminated by the local correlation algorithm and threshold in the wavelet packet domain. After that, middle and high frequency coefficients are selected to reconstruct the feature of the spectral lines. Finally, with the reconstructed feature of the spectral lines, spectral lines in observed spectra are searched. The results of our experiments, which include the spectral lines of stars, normal galaxies and active galaxies, show that the method can robustly and accurately extract the spectral lines. The method was applied to extract the SDSS spectral lines and compute the redshifts with those lines. By comparing the redshifts with those given by SDSS, the extraction has proven successful and practical.
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Received: 2004-12-28
Accepted: 2005-05-28
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Corresponding Authors:
LIU Zhong-tian
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Cite this article: |
LIU Zhong-tian,WU Fu-chao,LUO A-li, et al. A Method for Auto-Extraction of Spectral Lines Based on Convolution Type of Wavelet Packet Transformation [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2006, 26(02): 372-376.
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URL: |
https://www.gpxygpfx.com/EN/Y2006/V26/I02/372 |
[1] LUO A-li, ZHAO Yong-heng(罗阿理, 赵永恒). Acta Astrophysics Sinca(天体物理学报), 2000, 20(4): 427. [2] ZHAO Rui-zhen, HU Zhan-yi, ZHAO Yong-heng(赵瑞珍, 胡占义, 赵永恒). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2005, 25(1): 153. [3] HU Chang-hua, ZHANG Jun-bo, et al(胡昌华, 张军波, 等). System Analysis and Design Based on MATLAB-Wavelet Analysis(基于MATLAB的系统分析与设计). Xi’an Electron Science Technology University Press(西安电子科技大学出版社), 1999. [4] ZHAO Xue-zhi, CHEN Tong-jian, et al(赵学智, 陈统坚, 等). Signal Processing(信号处理), 2002, 18(6): 543. [5] ZHAO Rui-zhen, Qu Han-zhang, Song Guo-xiang(赵瑞珍, 屈汉章, 宋国乡). Jounal of Xi’an Electron Science Technology University(西安电子科技大学学报), 2001, 28(3): 324. [6] Donoho D L. IEEE Trans on Information Theory, 1995, 41(3): 613. [7] Daubechies I. Ten Lectures on Wavelets. Philadelphia: SIAM, 1992. [8] XU Xin, LUO A-li, WU Fu-chao, ZHAO Yong-heng(许 馨, 罗阿理, 吴福朝, 赵永恒). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2005, 25(6): 996.
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