Early detection of apple bruises on different background colors using hyperspectral imaging

被引:210
作者
ElMasry, Gamal
Wang, Ning
Vigneault, Clement
Qiao, Jun
ElSayed, Adel
机构
[1] McGill Univ, Dept Bioresource Engn, Ste Anne De Bellevue, PQ H9X 3V9, Canada
[2] Suez Canal Univ, Fac Agr, Ismailia, Egypt
[3] Agr & Agri Food Canada, Hort Res & Dev Ctr, St Jean, PQ J3B 3E6, Canada
关键词
hyperspectral imaging; apple bruise; wavelength selection; partial least squares; variable importance for the projection; stepwise discrimination method;
D O I
10.1016/j.lwt.2007.02.022
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The potentials of a hyperspectral imaging system were investigated for early detection of bruises on 'McIntosh' apples. A hyperspectral imaging system was developed based on a spectral region between 400 and 1000 nm. Partial least squares method and stepwise discrimination analysis were used for data dimensionality reduction and selecting the effective wavelengths. Three effective wavelengths in the near infrared region (750, 820, 960 nm) were selected to realize multispectral imaging tests. The classification results indicated that the bruised apples were successfully distinguished from the sound apples. The accuracy of the system is superior to detect bruise after I h of bruising. (C) 2007 Swiss Society of Food Science and Technology. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:337 / 345
页数:9
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