Origin traceability of peanut kernels based on multi‐element fingerprinting combined with multivariate data analysis

主成分分析 支持向量机 线性判别分析 多元统计 可追溯性 模式识别(心理学) 数学 多元分析 人工智能 计算机科学 统计
作者
Haiyan Zhao,Wei Wang,Qingli Yang
出处
期刊:Journal of the Science of Food and Agriculture [Wiley]
卷期号:100 (10): 4040-4048 被引量:28
标识
DOI:10.1002/jsfa.10449
摘要

Abstract BACKGROUND Multi‐elements have been widely used to identify the geographical origins of various agricultural products. The objective of this study was to investigate the feasibility of identifying the geographical origins of peanut kernels at different regional scales by using the multi‐element fingerprinting technique. The concentrations of 20 elements [boron (B), magnesium (Mg), phosphorus (P), potassium (K), calcium (Ca), etc . ] were determined in 135 peanut samples from Jilin Province, Jiangsu Province, and Shandong Province of China. Data obtained were processed by one‐way analysis of variance (ANOVA), principal components analysis (PCA), k nearest neighbors (k‐NN), linear discriminant analysis (LDA), and support vector machine (SVM). RESULTS Peanut kernels from different regions had their own element fingerprints. The k‐NN, LDA, and SVM were all suitable to predict peanut kernels according to their grown provinces with the total correct classification rates of 91.2%, 91.1%, and 91.1%, respectively. While SVM was the best to identify different grown cities of peanut kernels with the prediction accuracy of 91.3%, compared to 72.2% and 78.3% for k‐NN and LDA, respectively. CONCLUSION It was an effective method to identify producing areas of peanut kernels at different regional scales using multi‐element fingerprinting combined with SVM to enhance regional capabilities for quality assurance and control. © 2020 Society of Chemical Industry
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