Characterization of Wheat Varieties Using Terahertz Time-Domain Spectroscopy

被引:33
|
作者
Ge, Hongyi [1 ,2 ]
Jiang, Yuying [1 ,2 ]
Lian, Feiyu [3 ]
Zhang, Yuan [3 ]
Xia, Shanhong [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Elect, State Key Lab Transducer Technol, Beijing 100080, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100080, Peoples R China
[3] Minist Educ, Key Lab Grain Informat Proc & Control, Zhengzhou 450001, Peoples R China
基金
中国国家自然科学基金;
关键词
terahertz time-domain spectroscopy; wheat varieties; absorption spectrum; interval partial least squares; QUALITY; IDENTIFICATION; REGRESSION; SPECTRA; DISCRIMINATION; PARAMETERS; GRAIN; RAMAN; NIR;
D O I
10.3390/s150612560
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Terahertz (THz) spectroscopy and multivariate data analysis were explored to discriminate eight wheat varieties. The absorption spectra were measured using THz time-domain spectroscopy from 0.2 to 2.0 THz. Using partial least squares (PLS), a regression model for discriminating wheat varieties was developed. The coefficient of correlation in cross validation (R) and root-mean-square error of cross validation (RMSECV) were 0.985 and 1.162, respectively. In addition, interval PLS was applied to optimize the models by selecting the most appropriate regions in the spectra, improving the prediction accuracy (R = 0.992 and RMSECV = 0.967). Results demonstrate that THz spectroscopy combined with multivariate analysis can provide rapid, nondestructive discrimination of wheat varieties.
引用
收藏
页码:12560 / 12572
页数:13
相关论文
共 50 条
  • [21] Dendrimer based terahertz time-domain spectroscopy and applications in molecular characterization
    Rahman, Anis
    JOURNAL OF MOLECULAR STRUCTURE, 2011, 1006 (1-3) : 59 - 65
  • [22] Terahertz Time-Domain Spectroscopy Characterization of Aged XLPE Cable Insulation
    Zhang, Yuanyuan
    Lian, Ze
    Li, Jianying
    Li, Shengtao
    PROCEEDINGS OF THE 21ST INTERNATIONAL SYMPOSIUM ON HIGH VOLTAGE ENGINEERING, VOL 1, 2020, 598 : 878 - 886
  • [23] Characterization of Subwavelength Plastic Fiber Utilizing Terahertz Time-Domain Spectroscopy
    You, Borwen
    Liu, Tze-An
    Peng, Jin-Long
    Pan, Ci-Ling
    Lu, Ja-Yu
    TERAHERTZ TECHNOLOGY AND APPLICATIONS II, 2009, 7215
  • [24] Detection of NaCl solutions using terahertz time-domain spectroscopy
    Wang, Cuicui
    Liu, Shangjian
    Zhao, Xiaojing
    Zuo, Jian
    Zhang, Cunlin
    INFRARED, MILLIMETER-WAVE, AND TERAHERTZ TECHNOLOGIES IV, 2016, 10030
  • [25] Terahertz time-domain spectroscopy characterization of nitrocellulose in transmission and reflection configurations
    Maamar, Noureddine
    Lazoul, Mohamed
    Latreche, Feriel Yasmine
    Trache, Djalal
    Coutaz, Jean-Louis
    OPTIK, 2020, 224
  • [26] Terahertz Time-Domain Spectroscopy and Its Applications
    Guo-Zhong Zhao
    Journal of Electronic Science and Technology, 2014, (02) : 146 - 149
  • [27] Terahertz time-domain spectroscopy of naphthalene and naphthols
    Xu, H
    Han, JG
    Yu, XH
    Li, WX
    Zhu, ZY
    Li, LF
    Ji, T
    STRUCTURAL CHEMISTRY, 2004, 15 (06) : 573 - 577
  • [28] Terahertz time-domain spectroscopy of chondroitin sulfate
    Shi, Changcheng
    Ma, Yuting
    Zhang, Jin
    Wei, Dongshan
    Wang, Huabin
    Peng, Xiaoyu
    Tang, Mingjie
    Yan, Shihan
    Zu, Guokun
    Du, Chunlei
    Cui, Hongliang
    BIOMEDICAL OPTICS EXPRESS, 2018, 9 (03): : 1350 - 1359
  • [29] Terahertz Time-Domain Spectroscopy of Naphthalene and Naphthols
    Hui Xu
    J. G. Han
    X. H. Yu
    W. X. Li
    Z. Y. Zhu
    L. F. Li
    T. Ji
    Structural Chemistry, 2004, 15 : 573 - 577
  • [30] Nondestructive Interface Morphology Characterization of Thermal Barrier Coatings Using Terahertz Time-Domain Spectroscopy
    Ye, Dongdong
    Wang, Weize
    Huang, Jibo
    Lu, Xiang
    Zhou, Haiting
    COATINGS, 2019, 9 (02):