光谱学与光谱分析 |
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An Automatic Peak Detection Method for LIBS Spectrum Based on Continuous Wavelet Transform |
CHEN Peng-fei, TIAN Di, QIAO Shu-jun, YANG Guang* |
College of Instrument Science & Electrical Engineering, Jilin University, Changchun 130026, China |
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Abstract Spectrum peak detection in the laser-induced breakdown spectroscopy (LIBS) is an essential step, but the presence of background and noise seriously disturb the accuracy of peak position. The present paper proposed a method applied to automatic peak detection for LIBS spectrum in order to enhance the ability of overlapping peaks searching and adaptivity. We introduced the ridge peak detection method based on continuous wavelet transform to LIBS, and discussed the choice of the mother wavelet and optimized the scale factor and the shift factor. This method also improved the ridge peak detection method with a correcting ridge method. The experimental results show that compared with other peak detection methods(the direct comparison method, derivative method and ridge peak search method), our method had a significant advantage on the ability to distinguish overlapping peaks and the precision of peak detection, and could be be applied to data processing in LIBS.
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Received: 2014-02-18
Accepted: 2014-05-06
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Corresponding Authors:
YANG Guang
E-mail: yangguang_jlu@163.com
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[1] Pathak A K, Kumar R, Singh V K, et al. Applied Spectroscopy Reviews, 2012,47(1):14. [2] Hahn D W, Omenetto N. Appl. Spectrosc.,2012,66(4): 347. [3] Gaudiuso R, Dell’Aglio M, De Pascale O, et al. Sensors (Basel),2010,10(8): 7434. [4] Rehse S J, Salimnia H, Miziolek A W. Journal of Medical Engineering & Technology, 2012, 36(2): 77. [5] HU Zhi-yu, ZHANG Lei, MA Wei-guang, et al(胡志裕, 张 雷, 马维光, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2012,32(3): 602. [6] ZHU Hao-han, QIN Hai-kun, ZHANG Min, at al(朱浩瀚, 秦海琨, 张 敏, 等). Journal of Lasers(中国激光), 2008,(6): 893. [7] Du P, Kibbe W A, Lin S M. Bioinformatics, 2006, 22(17): 2059. [8] Wee A, Grayden D B, Zhu Y, et al. Electrophoresis, 2008,29(20): 4215. [9] CAI Tao, WANG Xian-pei, DU Shuang-yu, et al(蔡 涛, 王先培, 杜双育, 等). Chinese Journal of Analytical Chemistry(分析化学), 2011,39(6): 911. [10] Gregoire J M, Dale D, van Dover R B. Review of Scientific Instruments, 2011,82(1): 015105. |
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