A two-dimensional correlation spectroscopy analysis-based approach for asymptomatic rot detection in stored potatoes using hyperspectral imaging

被引:1
|
作者
Zhang, Fan [1 ]
Wang, Wenxiu [1 ]
Ma, Qianyun [1 ]
Shi, Qi [1 ]
Chen, Kexiang [1 ]
Pan, Xinyue [1 ]
Xie, Shiyuan [1 ]
Sun, Jianfeng [1 ]
机构
[1] Hebei Agr Univ, Coll Food Sci & Technol, 289th Lingyusi St, Baoding 071000, Peoples R China
来源
FOOD CHEMISTRY-X | 2024年 / 23卷
关键词
Hyperspectral imaging; Two-dimensional correlation spectroscopy; Fusarium dry rot; Gleyic stage; SELECTION;
D O I
10.1016/j.fochx.2024.101574
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Fusarium dry rot (FDR), which is caused by several Fusarium species, is a major disease affecting potatoes during storage. The study aimed to identify the gleyic stage and monitor rot progression in stored potatoes using a hyperspectral imaging (HSI) system. We evaluated the susceptibility parameters and quality attributes during the infection process and monitored starch, soluble protein, malondialdehyde, and aerobic bacterial contents in all samples. To further characterize the infection process, we collected spectral data on different storage days and then mapped these data using two-dimensional correlation spectroscopy. The results revealed 20 peaks related to these component contents. Then, the quantitative analysis models of these indicators were established based on the 2D correlation synchronization spectrum. The optimal correlation coefficients of the validation set were 0.9273, 0.9634, 0.9470, and 0.9487 for these indicators. Visual analysis was implemented to these indicators, and the content distribution can be effectively observed on hyperspectral images.
引用
收藏
页数:13
相关论文
共 50 条
  • [41] Detection of nitrogen content in lettuce leaves based on spectroscopy and texture using hyperspectral imaging technology
    Sun, J. (sun2000jun@ujs.edu.cn), 1600, Chinese Society of Agricultural Engineering (30): : 167 - 173
  • [42] Fast Detection of Chlorpyrifos Residues in Tea via Surface-Enhanced Raman Spectroscopy Combined with Two-Dimensional Correlation Spectroscopy
    Hu Xiao
    Wu Ruimei
    Zhu Xiaoyu
    Liu Peng
    Xiong Aihua
    Huang Junshi
    Yang Puxiang
    Xiong Junfei
    Ai Shirong
    ACTA OPTICA SINICA, 2019, 39 (07)
  • [43] Insight into microstructure evolution during starch retrogradation by infrared and Raman spectroscopy combined with two-dimensional correlation spectroscopy analysis
    An, Huanjiong
    Ma, Qianyun
    Zhang, Fan
    Zhai, Chen
    Sun, Jianfeng
    Tang, Yiwei
    Wang, Wenxiu
    FOOD HYDROCOLLOIDS, 2024, 146
  • [44] Isothermal crystalline polymorphs of poly(L-lactic acid) by FTIR coupled with two-dimensional correlation spectroscopy and perturbation-correlation moving-window two-dimensional analysis
    Zhou, Bingyao
    Hu, Shui
    Zhang, Pudun
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2020, 229
  • [45] Two-dimensional fluorescence correlation spectroscopy II: spectral analysis of derivatives of anthracene and pyrene in micellar solutions
    Nakashima, K
    Yuda, K
    Ozaki, Y
    Noda, I
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2004, 60 (8-9) : 1783 - 1791
  • [46] Using the power of C-13 NMR to interpret infrared spectra of soil organic matter: A two-dimensional correlation spectroscopy approach
    Forouzangohar, Mohsen
    Cozzolino, Daniel
    Smernik, Ronald J.
    Baldock, Jeffrey A.
    Forrester, Sean T.
    Chittleborough, David J.
    Kookana, Rai S.
    VIBRATIONAL SPECTROSCOPY, 2013, 66 : 76 - 82
  • [47] Compositional dynamics of a commercial wine fermentation using two-dimensional FTIR correlation analysis
    Wynne, Lawrence
    Clark, Shona
    Adams, Michael James
    Barnett, Neil William
    VIBRATIONAL SPECTROSCOPY, 2007, 44 (02) : 394 - 400
  • [48] Vibrational Dynamics of Carbamazepine: Studies Based on Two-Dimensional Correlation Spectroscopy and X-ray Diffraction
    Dolega, Agnieszka
    Juszynska-Galazka, Ewa
    Deptuch, Aleksandra
    Jaworska-Golab, Teresa
    Zielinski, Piotr M.
    APPLIED SPECTROSCOPY, 2020, 74 (04) : 473 - 484
  • [49] DETECTION OF FLAXSEED OIL ADULTERATION BASED ON TWO-DIMENSIONAL CORRELATION NEAR-INFRARED SPECTRA
    Han, Ning
    Wu, Tonghui
    Wu, Qian
    DU, Hongzhi
    Zhang, Zhiyong
    Zhang, Yanqing
    INMATEH-AGRICULTURAL ENGINEERING, 2023, 69 (01): : 549 - 558
  • [50] Glycerol's generalized two-dimensional correlation IR/NIR spectroscopy and its principal component analysis
    Zhou, Weiming
    Liu, Hao
    Xu, Qiuping
    Li, Pinggan
    Zhao, Liang
    Gao, Hongbin
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2020, 228