Determination of Total Volatile Basic Nitrogen (TVB-N) Content in Beef by Hyperspectral Imaging Technique

被引:3
|
作者
Liu, Shanmei [1 ]
Gan, Lu [2 ]
机构
[1] Huazhong Agr Univ, Coll Informat, Wuhan 430070, Peoples R China
[2] Wuhan Polytech Univ, Sch Elect & Elect Engn, Wuhan 430023, Peoples R China
关键词
beef; TVB-N content; hyperspectral imaging; data processing methods;
D O I
10.1051/matecconf/20166106007
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Non-destructive determination of TVB-N content in beef using hyperspectral imaging (HSI) technique was evaluated. In order to create a robust model to predict the TVB-N content in beef, partition of sample set, spectral pretreatment, and the optimum wavelength selection were discussed. After the beef sample set was parted by concentration gradient (CG) algortithm, and the spectra of beef samples were preprocessed by standard normalized variate (SNV) combined with auto scale(AS), the partial least square regression (PLSR) model was established using the full spectral range, which had the best prediction abilities with R-cv(2) of 0.9124, R-p(2) of 0.8816, RMSECV of 1.5889, and RMSEP of 1.7719, respectively. After the optimum wavelengths which is closely related to the TVB-N content of beef samples was obtained using the competitive adaptive re weighted (CARS) algorithm, a new PLSR model was established using the optimum wavelengths, which had outstanding prediction abilities with R-cv(2) of 0.9235, Rp2 of 0.9241, RMSECV of 1.4881, and RMSEP of 1.4882, respectively.The study showed that HSI is a powerful technique to predict the TVB-N content in beef by a nondestructive way.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Determination of Total Volatile Basic Nitrogen (TVB-N) Content in Beef Based on Airflow and Multipoint Laser Technique
    He, Ke
    Han, Shaoyun
    Tang, Xiuying
    Li, Yanlei
    FOOD ANALYTICAL METHODS, 2022, 15 (11) : 3104 - 3115
  • [2] Determination of Total Volatile Basic Nitrogen (TVB-N) Content in Beef Based on Airflow and Multipoint Laser Technique
    Ke He
    Shaoyun Han
    Xiuying Tang
    Yanlei Li
    Food Analytical Methods, 2022, 15 : 3104 - 3115
  • [3] Determination of the total volatile basic nitrogen (TVB-N) content in pork meat using hyperspectral fluorescence imaging
    Lee, Hoonsoo
    Kim, Moon S.
    Lee, Wang-Han
    Cho, Byoung-Kwan
    SENSORS AND ACTUATORS B-CHEMICAL, 2018, 259 : 532 - 539
  • [4] Study on the Rapid Evaluation of Total Volatile Basic Nitrogen (TVB-N) of Mutton by Hyperspectral Imaging Technique
    Zhu Rong-guang
    Yao Xue-dong
    Duan Hong-wei
    Ma Ben-xue
    Tang Ming-xiang
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36 (03) : 806 - 810
  • [5] A feasibility study of rapid nondestructive detection of total volatile basic nitrogen (TVB-N) content in beef based on airflow and laser ranging technique
    Li, Yanlei
    Wang, Wenjuan
    Long, Yuan
    Peng, Yankun
    Li, Yongyu
    Chao, Kuanglin
    Tang, Xiuying
    MEAT SCIENCE, 2018, 145 : 367 - 374
  • [6] Prediction of total volatile basic nitrogen (TVB-N) content of chilled beef for freshness evaluation by using viscoelasticity based on airflow and laser technique
    Li, Yanlei
    Tang, Xiuying
    Shen, Zhixiong
    Dong, Jun
    FOOD CHEMISTRY, 2019, 287 : 126 - 132
  • [7] Nondestructive quantifying total volatile basic nitrogen (TVB-N) content in chicken using hyperspectral imaging (HSI) technique combined with different data dimension reduction algorithms
    Khulal, Urmila
    Zhao, Jiewen
    Hu, Weiwei
    Chen, Quansheng
    FOOD CHEMISTRY, 2016, 197 : 1191 - 1199
  • [8] Nondestructive measurement of total volatile basic nitrogen (TVB-N) content in salted pork in jelly using a hyperspectral imaging technique combined with efficient hypercube processing algorithms
    Chen, Quansheng
    Zhang, Yanhua
    Zhao, Jiewen
    Hui, Zhe
    ANALYTICAL METHODS, 2013, 5 (22) : 6382 - 6388
  • [9] Nondestructive detection of total volatile basic nitrogen (TVB-N) content in pork meat by integrating hyperspectral imaging and colorimetric sensor combined with a nonlinear data fusion
    Li, Huanhuan
    Chen, Quansheng
    Zhao, Jiewen
    Wu, Mengzi
    LWT-FOOD SCIENCE AND TECHNOLOGY, 2015, 63 (01) : 268 - 274
  • [10] Total volatile basic nitrogen (TVB-N) and its role in meat spoilage: A review
    Bekhit, Alaa El-Din A.
    Holman, Benjamin W. B.
    Giteru, Stephen G.
    Hopkins, David L.
    TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2021, 109 : 280 - 302