Chinese Journal of Lasers, Volume. 42, Issue 11, 1115003(2015)
Study on Rapid and Non-Destructive Detection of Rice Seed Vigor Based on Photoacoustic Spectroscopy Combined with LS-SVR
[1] [1] Xin Liangjie, Li Xiubin. Changes of multiple cropping in double cropping rice area of southern China and its policy implications[J]. Journal of Natural Resources, 2009, 24(1): 58-65.
[2] [2] Yu Zheng, Fang Fang, Peng Zuodeng, et al.. New technologies for detecting seed vigor[J]. Seed, 2012, 31(8): 52-55.
[3] [3] Sun Qun, Wang Qing, Xue Weiqing, et al.. Advances in nondestructive detection of seed quality[J]. Journal of China Agricultural University, 2012, 17(3): 1-6.
[4] [4] Han Liangliang, Mao Peisheng, Wang Xinguo, et al.. Study on vigour test of oat seeds with near infrared reflectance spectroscopy[J]. Journal of Infrared Millimeter Waves, 2008, 27(2): 86-90.
[6] [6] Xu Sai, Zhou Zhiyan, Luo Xiwen. Classification and recognition of hybrid and inbred rough rice based on bionic electronic nose[J]. Transactions of the Chinese Society of Agricultural Engineering, 2014, 30(9): 133-139.
[7] [7] Kranner I, Kastberger G, Hartbauer M, et al.. Noninvasive diagnosis of seed viability using infrared thermography[J]. Proceedings of the National Academy of Sciences, 2010, 107(8): 3912-3917.
[8] [8] Zheng Dezhong, Zhao Nan. Design and experimental analysis of new photoacoustic cell[J]. Chinese J Lasers, 2014, 41(4): 0415002.
[9] [9] Du C, Ma Z, Zhou J, et al.. Application of mid-infrared photoacoustic spectroscopy in monitoring carbonate content in soils[J]. Sensors & Actuators B Chemical, 2013, 188(11): 1167-1175.
[10] [10] National Standardization Technical Committee. GB/T3543.4-1995 Rules for agricultural seed testing - Germination test[S]. Beijing: China Standard Press, 1995.
[11] [11] Xu Huibin, Wei Yidong, Lian Ling, et al.. Comparative analysis of artificial aging and natural aging with rice seeds[J]. Molecular Plant Breeding, 2013, 11(5): 552-556.
[12] [12] Wickerhauser M V. INRIA lectures on wavelet packet algorithms[J]. Lecture Notes Inria, 1991: 31-99.
[13] [13] Gao Ling, Li Xiaoping, Ren Shouxin. Simultaneous resolution of overlapped spectra of three kinds of organic compounds using a wavelet packet transform-based generalized regression neural network[J]. Spectroscopy and Spectral Analysis, 2008, 28(10): 2392-2395.
[14] [14] Yang H, Irudayaraj J. Characterization of semisolid fats and edible oils by Fourier transform infrared photoacoustic spectroscopy[J]. Journal of the American Oil Chemists′ Society, 2000, 77(3): 291-295.
[15] [15] Bernstein M P, Cruikshank D P, Sandford S A. Near-infrared laboratory spectra of solid H2O/CO2 and CH3OH/CO2 ice mixtures[J]. Icarus, 2005, 179(2): 527-534.
[16] [16] Barth A. Infrared spectroscopy of proteins[J]. Biochimica et Biophysica Acta (BBA)-Bioenergetics, 2007, 1767(9): 1073-1101.
[17] [17] Ren Jing, Liu Gang, Zhao Xingxiang, et al.. Study of rhizome crops by Fourier transform infrared spectroscopy combined with wavelet analysis[J]. Chinese Agricultural Science Bulletin, 2015, 31(3): 149-154.
[18] [18] Lu Yuzhen, Du Luowen, Yu Changbing, et al.. Determination of nitrogen and oil contents in rapeseeds using infrared photoacoustic spectroscopy combined with iPLS and siPLS[J]. Chinese Journal of Analysis Laboratory, 2013, 32(9): 78-82.
[19] [19] Zeng Yin, Lu Yuzhen, Du Changwen, et al.. Applying infrared photoacoustics spectroscopy and support vector machine model to quantify soil organic matter content[J]. Acta Pedologica Sinica, 2014, 51(6): 1262-1269.
[20] [20] Su H J, Sheng Y H. Hyperspectral feature recognition based on kernel PCA and relational perspective map[J]. Chinese Optics Letters, 2010, 8(8): 811-814.
[21] [21] Weng Shizhuang, Zheng Shouguo, Li Pan, et al.. Quantitative analysis of fenitrothion based on surface-enhanced Raman spectroscopy [J]. Chinese J Lasers, 2013, 40(8): 0815001.
[22] [22] Shokri S, Sadeghi M T, Marvast M A, et al.. Integrating principal component analysis and vector quantization with support vector regression for sulfur content prediction in HDS process[J]. Chemical Industry and Chemical Engineering Quarterly, 2015, 21(3): 379-390.
[23] [23] Zhang W J, Liu R, Zhang W, et al.. Net analyte signal with floating reference theory in non-invasive blood glucose sensing by near-infrared spectroscopy[J]. Chinese Optics Letters, 2012, 10(8): 083002.
[24] [24] Xu Zhaomei, Zhou Jianzhong, Huang Shu, et al.. Quality of prediction of laser milling based on optimized back propagation networks by genetic algorithms[J]. Chinese J Lasers, 2013, 40(6): 0603004.
[25] [25] Van Gestel T, De Brabanter J, De Moor B, et al.. Least Squares Support Vector Machines[M]. Singapore: World Scientific, 2002.
[26] [26] Keerthi S S, Lin C J. Asymptotic behaviors of support vector machines with Gaussian kernel[J]. Neural Computation, 2003, 15(7): 1667- 1689.
[27] [27] Yang Yaping, Jiang Xiaocheng, Chen Liangbi, et al.. Study on physiological mechanism in aging of rice seeds[J]. Journal of Hunan Agricultural University (Natural Sciences), 2008, 34(3): 265-269.
[28] [28] Zhu Shiyang. Studies on Priming Technology, Its Mechanism of F1 Seed and Genetic Analysis on Anti-Aging in Rice (Oryza sativa L) [D]. Nanjing: Nanjing Agricultural University, 2008: 42-49.
[29] [29] Chen Zicong, Gao Zhihui, Cao Zhi, et al.. Research on CO2 gas concentration test system based on mid-infrared LED[J]. Laser & Infrared, 2012, 42(11): 1255-1258.
Get Citation
Copy Citation Text
Li Huanhuan, Lu Wei, Du Changwen, Ma Fei, Luo Hui. Study on Rapid and Non-Destructive Detection of Rice Seed Vigor Based on Photoacoustic Spectroscopy Combined with LS-SVR[J]. Chinese Journal of Lasers, 2015, 42(11): 1115003
Category: spectroscopy
Received: Jun. 1, 2015
Accepted: --
Published Online: Sep. 24, 2022
The Author Email: Huanhuan Li (hhlnjau@126.com)