Abstract:The hyperspectral effective information of Gannan navel orange was extracted by genetic algorithm (GA) and successive projections algorithm (SPA) for partial least squares (PLS) model. Average spectral was extracted from region of interest(ROI) of hyperspectral images after preprocessing.GA and SPA were used to select 27 and 8 characteristic wavelengths for chlorophyll model with PLS. The correlation coefficients and rms error of GA-PLS were 0.80 and 2.45, and the correlation coefficients and rms error of SPA-PLS were 0.83 and 2.30, respectively. Overall results sufficiently demonstrate that SPA-PLS model has a greater advantage which can be combined with hyperspectral technique to be a nondestructive and rapid analytical method.
刘燕德,张光伟,蔡丽君 . 基于高光谱的GA和SPA算法对赣南脐橙叶绿素定量分析 [J]. 光谱学与光谱分析, 2012, 32(12): 3377-3380.
LIU Yan-de, ZHANG Guang-wei, CAI Li-jun . Analysis of Chlorophyll in Gannan Navel Orange with Algorithm of GA and SPA Based on Hyperspectral . SPECTROSCOPY AND SPECTRAL ANALYSIS, 2012, 32(12): 3377-3380.
[1] ZHANG Jin-heng,WANG Ke,WANG Ren-chao(张金恒,王 珂,王人潮). Chinese Journal of Shanghai Jiaotong University(上海交通大学学报),2003,21(1): 74. [2] TONG Gui-feng,CHEN Zhi-fang,FAN Ying(童桂凤,陈志芳,范 莹). The Administration and Technique of Environmental Monitoring(环境监测管理与技术),2012,24(1):53. [3] Ling Q H,Huang W H,Jarvis P. Photosynthesis Research,2011, 108(1):89. [4] SHI Ji-yong,ZOU Xiao-bo,ZHAO Jie-wen(石吉勇,邹小波,赵杰文,等). Chinese Journal of Analytical Chemistry(分析化学),2011,39(2):243. [5] PENG Yan-kun,HUANG Hui,WANG Wei, et al(彭颜昆,黄 慧,王 伟,等). Journal of Jiangsu Universitry(江苏大学学报),2011,32(2):125. [6] FANG Li-min,LIN Min(方利民,林 敏). Chinese J. Anal. Chem.(分析化学),2008,36(6):815. [7] Leardi R,González A L. Chemometrics and Intelligent Laboratory Systems,1998,41:195. [8] YAN Yan-lu,ZHAO Long-lian,HAN Dong-hai(严衍禄, 赵龙莲, 韩东海). The Foundation and Application of Near Infrared Spectroscopy Analysis(近红外光谱分析基础与应用). Beijing:China Light Industry Press(北京: 中国轻工业出版社),2005. [9] Araujo M C U,Saldanha T C B,Galvao R K H,et al. Chemometrics and Intelligent Laboratory Systems,2001,57:65. [10] QIAN Hai-bo,SUN Lai-jun,WANG Le-kai,et al(钱海波,孙来军,王乐凯,等). Chinese Agricultural Science Bulletin(中国农学通报), 2011,27(18):51. [11] SONG Sha-lei,LI Ping-xiang,GONG Wei,et al(宋沙磊, 李平湘, 龚 威, 等). Geomatics and Information Science of Wuhan University(武汉大学学报信息科学版), 2010,35(2):219.