Combining stable isotopes and multi-elements with machine learning chemometric models to identify the geographical origins of Tetrastigma hemsleyanum Diels et Gilg
文献类型: 外文期刊
作者: Bai, Lu 1 ; Zhang, Zixuan 1 ; Li, Yalan 2 ; Zhao, Shanshan 2 ; Yang, Xiaoting 2 ; Chen, Chengqun 1 ; Zhao, Shilin 2 ; Zhang, Ping 3 ; Peng, Xin 4 ; Zhao, Yan 2 ; Liang, Kehong 1 ;
作者机构: 1.Minist Agr & Rural Affairs, Inst Food & Nutr Dev, Beijing 100081, Peoples R China
2.Chinese Acad Agr Sci, Inst Stand & Testing Technol Agroprod, Key Lab Agroprod Qual & Safety, Beijing 100081, Peoples R China
3.Griffith Univ, Biostat unit, Nathan, Australia
4.Zhejiang Chinese Med Univ, Ningbo Municipal Hosp TCM, Affiliated Hosp, Ningbo, Peoples R China
关键词: Origin traceability; Stable isotope ratio; Multi-elements analysis; Discriminant analysis; Climatic factors
期刊名称:FOOD CHEMISTRY ( 影响因子:9.8; 五年影响因子:9.7 )
ISSN: 0308-8146
年卷期: 2025 年 469 卷
页码:
收录情况: SCI
摘要: Tetrastigma hemsleyanum Diels et Gilg (T. hemsleyanum) is an edible plant with considerable medicinal properties, the quality of which varies depending on its origin. Therefore economically motivated adulteration has emerged. So there is an urgent need to develop effective techniques for determining the origin of T. hemsleyanum. This study combined stable isotopes and multiple elements with machine learning chemometric models (SVM, RF and FNN models) for T. hemsleyanum origin traceability. The results showed that this approach successfully distinguished T. hemsleyanum form different regions with the SVM, RF and FNN models all displaying a 100 % prediction accuracy and the FNN model exhibiting superior performance. This study provides a technical and theoretical basis for research on the origin traceability of T. hemsleyanum.
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