• Laser & Optoelectronics Progress
  • Vol. 49, Issue 2, 21201 (2012)
Guo Zhiming1、2、*, Chen Liping1、2, Huang Wenqian1、2, and Zhang Chi1、2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
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    DOI: 10.3788/lop49.021201 Cite this Article Set citation alerts
    Guo Zhiming, Chen Liping, Huang Wenqian, Zhang Chi. Application of Genetic Algorithm-Least Squares Support Vector Regression with Near Infrared Spectroscopy for Prediction of Nicotine Content in Tobacco[J]. Laser & Optoelectronics Progress, 2012, 49(2): 21201 Copy Citation Text show less
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    [2] Yong Zhang, Qian Cong, Yunfei Xie et al.. Quantitative analysis of routine chemical constituents in tobacco by near-infrared spectroscopy and support vector machine [J]. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2008, 71(4): 1408~1413

    [3] Shi Xue, Cai Wensheng, Shao Xueguang. A local regression method for near infrared spectral quantitative analysis of tobacco samples [J]. Spectroscopy and Spectral Analysis, 2008, 28(11): 2561~2564

    [4] Liu Xu, Chen Huacai, Liu Taiang et al.. Application of PCA-SVR to NIR prediction model for tobacco chemical composition[J]. Spectroscopy and Spectral Analysis, 2007, 27(12): 2460~2463

    [5] Zhihui He, Wenliu Lian, Mingjian Wu et al.. Determination of tobacco constituents with acousto-optic tunable filter-near infrared spectroscopy[J]. Journal of Near Infrared Spectroscopy, 2006, 14(1): 45~50

    [6] Hongdong Li, Yizeng Liang, Qingsong Xu. Support vector machines and its applications in chemistry [J]. Chemometrics and Intelligent Laboratory Systems, 2009, 95(2): 188~198

    [7] Sun Guangming, Liu Fei, Zhang Fan et al.. Determination of proline in herbicide-stressed oilseed rape leaves based on near infrared spectroscopy[J]. Acta Optica Sinica, 2010, 30(4): 1192~1196

    [8] B. Ustun, W. J. Melssen, M. Oudenhuijzen et al.. Determination of optimal support vector regression parameters by genetic algorithms and simplex optimization[J]. Analytica Chimica Acta, 2005, 544(2): 292~305

    [9] International Standard Orgnizaton. Tobacco-Determination of the Content of Total Alkaloids as Nicotine-Continuous-Flow Analysis Method [S]. ISO 15152-2005, 2005

    [10] Sun Jun, Mao Hanping, Yang Yiqing. Prediction of nitrogen content rate of paddy rice leaf based on GA-LS-SVM [J]. J. Jiangsu University: Natural Science Edition, 2010, 31(1): 6~10

    [11] Z. Yang, X. S. Gu, X. Y. Liang. Genetic algorithm-least squares support vector regression based predicting and optimizing model on carbon fiber composite integrated conductivity[J]. Materials and Design, 2010, 31(3): 1042~1049

    [12] Kuanyu Chen. Forecasting systems reliability based on support vector regression with genetic algorithms [J]. Reliability Engineering and System Safety, 2007, 92(4): 423~432

    [13] Zhao Jiewen, Guo Zhiming, Chen Quansheng et al.. Feasibility study for the use of near infrared spectroscopy in the quantitative analysis of catechins in green tea [J]. Acta Optica Sinica, 2008, 28(12): 2302~2306

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    Guo Zhiming, Chen Liping, Huang Wenqian, Zhang Chi. Application of Genetic Algorithm-Least Squares Support Vector Regression with Near Infrared Spectroscopy for Prediction of Nicotine Content in Tobacco[J]. Laser & Optoelectronics Progress, 2012, 49(2): 21201
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