Establishment and evaluation of multiple adulteration detection of camellia oil by mixture design
文献类型: 外文期刊
第一作者: Dou, Xinjing
作者: Dou, Xinjing;Zhang, Liangxiao;Chen, Zhe;Wang, Xuefang;Ma, Fei;Yu, Li;Mao, Jin;Li, Peiwu;Zhang, Liangxiao;Zhang, Liangxiao;Mao, Jin;Li, Peiwu;Li, Peiwu
作者机构:
关键词: Multiple adulteration detection; Mixture design; Model evaluation; Fatty acids; Camella oil
期刊名称:FOOD CHEMISTRY ( 影响因子:8.8; 五年影响因子:8.6 )
ISSN: 0308-8146
年卷期: 2023 年 406 卷
页码:
收录情况: SCI
摘要: Multiple adulteration is a common trick to mask adulteration detection methods. In this study, the representative multiple adulterated camellia oils were prepared according to the mixture design. Then, these representative oils were employed to build two-class classification models and validate one-class classification model combined with fatty acid profiles. The cross-validation results indicated that the recursive SVM model possessed higher classification accuracy (97.9%) than PLS-DA. In OCPLS model, the optimal percentage of RO, SO, CO and SUO was 2.8%, 0%, 7.2%, 0% respectively in adulterated camellia oil, which is the most similar to the authentic camellia oils. Further validation showed that five adulterated oils with the optimal percentage could be correctly identified, indicating that the OCPLS model could identify multiple adulterated oils with these four cheaper oils. Moreover, this study serves as a reference for one class classification model evaluation and a solution for multiple adulteration detection of other foods.
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