Rapid and non-destructive identification of water-injected beef samples using multispectral imaging analysis
文献类型: 外文期刊
作者: Liu, Jinxia 1 ; Cao, Yue 2 ; Wang, Qiu 3 ; Pan, Wenjuan 1 ; Ma, Fei 1 ; Liu, Changhong 1 ; Chen, Wei 1 ; Yang, Jianbo 3 ; Zh 1 ;
作者机构: 1.Hefei Univ Technol, Sch Biotechnol & Food Engn, Hefei 230009, Peoples R China
2.Hefei Univ Technol, Sch Med Engn, Hefei 230009, Peoples R China
3.Anhui Acad Agr Sci, Rice Res Inst, Hefei 230031, Peoples R China
关键词: Multispectral imaging;Water-injected beef;Partial least squares regression;Feature information;Non-destructive analysis
期刊名称:FOOD CHEMISTRY ( 影响因子:7.514; 五年影响因子:7.516 )
ISSN: 0308-8146
年卷期: 2016 年 190 卷
页码:
收录情况: SCI
摘要: Water-injected beef has aroused public concern as a major food-safety issue in meat products. In the study, the potential of multispectral imaging analysis in the visible and near-infrared (405-970 nm) regions was evaluated for identifying water-injected beef. A multispectral vision system was used to acquire images of beef injected with up to 21% content of water, and partial least squares regression (PLSR) algorithm was employed to establish prediction model, leading to quantitative estimations of actual water increase with a correlation coefficient (r) of 0.923. Subsequently, an optimized model was achieved by integrating spectral data with feature information extracted from ordinary RGB data, yielding better predictions (r = 0.946). Moreover, the prediction equation was transferred to each pixel within the images for visualizing the distribution of actual water increase. These results demonstrate the capability of multispectral imaging technology as a rapid and non-destructive tool for the identification of water-injected beef. (C) 2015 Elsevier Ltd. All rights reserved.
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