量子电子学报, 2012, 29 (1): 106, 网络出版: 2012-01-16   

气溶胶单粒子光谱的PLS聚类分析

PLS cluster analysis of individual particle spectrum
作者单位
中国科学院安徽光学精密机械研究所环境光谱学研究室,安徽 合肥 230031
引用该论文

张子良, 提汝芳, 黄腾, 王颖萍, 丁蕾, 郑海洋, 方黎. 气溶胶单粒子光谱的PLS聚类分析[J]. 量子电子学报, 2012, 29(1): 106.

ZHANG Zi-liang, TI Ru-fang, HUANG Teng, WANG Ying-ping, DING Lei, ZHENG Hai-yang, FANG Li. PLS cluster analysis of individual particle spectrum[J]. Chinese Journal of Quantum Electronics, 2012, 29(1): 106.

参考文献

[1] National Research Council. Research Priorities for Airborne Particulate Matter-immediate Priorities and a Long-Range Research Portfolio [M]. Washington D C: National Academy Press, 1998.

[2] Wang Mingxing. Atmospheric Chemistry (大气化学) [M]. 2nd Edition, Beijing: Weather Press, 1999 (in Chinese).

[3] Suess D T, Prather K A. Mass spectrometry of aerosols [J]. Chem. Rev., 1999, 99: 3007-3035.

[4] Xia Zhuhong, Feng Sumin, Fang Li, et al. Advances of atmospheric aerosol mass spectrometry [J]. Chinese Journal of Quantum Electronics (量子电子学报), 2003, 20(2): 147-151 (in Chinese).

[5] Han Jiawei, Kamber Micheline. Data Mining: Concepts and Techniques (数据挖掘:概念与技术) [M]. 2nd Edition, Beijing: China Machine Press, 2007 (in Chinese).

[6] Xhoffer C, Bernard P, Van G R, et al. Chemical characterization and source apportionment of individual aerosol particles over the North Sea and the English Channel using multivariate techniques [J]. Environ. Sci. Technol., 1991, 25: 1470-1478.

[7] Bondarenko I, Treiger B, et al. IDAS: a Windows based software package for cluster analysis [J]. Spectrochim Acta B, 1996, 51(4): 441-456.

[8] Guo Xiaoyong, Zhu Yuan, et al. Real-time data acquisition and processing of atmosphere aerosol time-of-flight laser mass spectrometry [J]. Chinese Journal of Quantum Electronics (量子电子学报), 2006, 23(2): 217-221 (in Chinese).

[9] Hinz K P, Kaufmann R, et al. Simultaneous detection of positive and negative ions from single airborne particles by real-time laser mass spectrometry [J]. Aerosol Sci. Technol., 1996, 24: 233-242.

[10] Kohonen T. The self-organizing map [C]. Proc. of IEEE, 1990, 9(78): 1464-1480.

[11] Kohonen T. Self-organizing Maps [M]. 2nd Edition, Berlin: Springer, 1997.

[12] Lin Ying, Guo Xiaoyong, et al. Data analysis of laser desorption /ionization mass spectrum of individual particle using adaptive resonance theory based neural network [J]. Spectroscopy and Spectral Analysis (光谱学与光谱分析), 2009, 29(3): 580-584 (in Chinese).

[13] Murphy D M, Middlebrook A M, et al. Cluster analysis of data from the particle analysis by laser mass spectrometry (PALMS) instrument [J]. Aerosol Sci. Technol., 2003, 37(4): 382-391.

[14] Barros A S, Rutledge D N. PLS-Cluster: a novel technique for cluster analysis [J]. Chemometr. Intell. Lab., 2004, 70: 99-112.

[15] Wang Huiwen. Partial Least-Squares Regression Method and Application (偏最小二乘回归方法及其应用) [M]. Beijing: National Defense Industry Press, 1999 (in Chinese).

[16] Lin Sheng, Bai Yin. Improvement of hierarchical cluster analysis method based on partial least squares [J]. Statistics and Decision (统计与决策), 2006, 14: 16-18 (in Chinese).

[17] Helland I S. Some theoretical aspects of partial least squares regression [J]. Chemometr. Intell. Lab., 2001, 58: 97-107.

[18] Jong S D. SIMPLS: An alternative approach to partial least squares regression [J]. Chemometr. Intell. Lab., 1993, 18: 251-263.

[19] Ding Huilin, Gao Lixin, et al. Experimental investigation of atmosphere and water vapor with laser induced breakdown spectroscopy [J]. Spectroscopy and Spectral Analysis (光谱学与光谱分析), 2010, 30(1): 1(in Chinese).

张子良, 提汝芳, 黄腾, 王颖萍, 丁蕾, 郑海洋, 方黎. 气溶胶单粒子光谱的PLS聚类分析[J]. 量子电子学报, 2012, 29(1): 106. ZHANG Zi-liang, TI Ru-fang, HUANG Teng, WANG Ying-ping, DING Lei, ZHENG Hai-yang, FANG Li. PLS cluster analysis of individual particle spectrum[J]. Chinese Journal of Quantum Electronics, 2012, 29(1): 106.

本文已被 3 篇论文引用
被引统计数据来源于中国光学期刊网
引用该论文: TXT   |   EndNote

相关论文

加载中...

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!