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
  • [21] Two-Dimensional UV Absorption Correlation Spectroscopy as a Method for the Detection of Thiamethoxam Residue in Tea
    J. Zhang
    Zh. Zhao
    L. Wang
    X. Zhu
    L. Shen
    Y. Yu
    Journal of Applied Spectroscopy, 2015, 82 : 311 - 315
  • [22] Wheat Flour Discrimination Using Two-Dimensional Correlation Spectroscopy and Deep Learning
    Zhang, Tianrui
    Wang, Yifan
    Sun, Jiansong
    Liang, Jing
    Wang, Bin
    Xu, Xiaoxuan
    Xu, Jing
    Liu, Lei
    APPLIED SPECTROSCOPY, 2025, 79 (01) : 156 - 167
  • [23] Two-Dimensional UV Absorption Correlation Spectroscopy as a Method for the Detection of Thiamethoxam Residue in Tea
    Zhang, J.
    Zhao, Zh.
    Wang, L.
    Zhu, X.
    Shen, L.
    Yu, Y.
    JOURNAL OF APPLIED SPECTROSCOPY, 2015, 82 (02) : 311 - 315
  • [24] Two-Dimensional Correlation Spectroscopy (2D-COS) for Analysis of Spatially Resolved Vibrational Spectra
    Lasch, Peter
    Noda, Isao
    APPLIED SPECTROSCOPY, 2019, 73 (04) : 359 - 379
  • [25] INFRARED EMISSION SPECTROSCOPIC IMAGING OF MICROPLASTICS USING LONG-WAVELENGTH INFRARED HYPERSPECTRAL CAMERA WITH IMAGING-TYPE TWO-DIMENSIONAL FOURIER SPECTROSCOPY
    Nogo, Kosuke
    Ikejima, Kou
    Qi, Wei
    Kitazaki, Tomoya
    Kanasaki, Hiroshi
    Hamada, Kazushi
    Wada, Kenji
    Nishiyama, Akira
    Ishimaru, Ichiro
    2021 11TH WORKSHOP ON HYPERSPECTRAL IMAGING AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2021,
  • [26] Generalized and hetero two-dimensional correlation analysis of hyperspectral imaging combined with three-dimensional convolutional neural network for evaluating lipid oxidation in pork
    Cheng, Jiehong
    Sun, Jun
    Yao, Kunshan
    Dai, Chunxia
    FOOD CONTROL, 2023, 153
  • [27] Mid-infrared spectroscopy study of aqueous solution of ethylene glycol using chemometrics analysis and two-dimensional correlation spectroscopy
    Bayat, Elaheh Talebanpour
    Akhond, Morteza
    Hemmateenejad, Bahram
    JOURNAL OF CHEMOMETRICS, 2023, 37 (01)
  • [28] Separation of overlapping vibrational peaks in terahertz spectra using two-dimensional correlation spectroscopy
    Hoshina, Hiromichi
    Ishii, Shinya
    Otani, Chiko
    JOURNAL OF MOLECULAR STRUCTURE, 2014, 1069 : 152 - 156
  • [29] Determination of Dibutyl Phthalate Based on Two-Dimensional Correlation Mid-Infrared Spectroscopy
    Zhao Li-jun
    Gao Lei
    Yi Ling-xue
    Jiang Chen
    Zhao Kun
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37 (01) : 109 - 113
  • [30] Promoting X-ray scattering data analysis with two-dimensional correlation spectroscopy
    Zhang, Peng
    Liu, Zhen
    Wei, Cuiting
    Chen, Guixiang
    Zhao, Qianning
    Sun, Dongbai
    JOURNAL OF APPLIED CRYSTALLOGRAPHY, 2023, 56 : 1683 - 1691