Rapid Analysis of Geographical Origins and Age ofTorreya grandisSeeds by NIR Spectroscopy and Pattern Recognition Methods

线性判别分析 预处理器 偏最小二乘回归 模式识别(心理学) 灵敏度(控制系统) 人工智能 近红外光谱 数学 二阶导数 统计 地理 计算机科学 生物 工程类 神经科学 数学分析 电子工程
作者
Lu Xu,Si-Min Yan,Chen-Bo Cai,Wei Zhong,Xiaoping Yu
出处
期刊:Journal of spectroscopy [Hindawi Publishing Corporation]
卷期号:2013: 1-9 被引量:1
标识
DOI:10.1155/2013/468509
摘要

This paper develops a rapid method for discriminating the geographical origins and age of roasted Torreya grandis seeds by near infrared (NIR) spectroscopic analysis and pattern recognition. 337 samples were collected from three main producing areas and produced in the last two years. The objective of geographical origins analysis is to discriminate the seeds from Fengqiao with a protected geographical indication (PGI) from those of another two provinces. Age classification is aimed to detect the old seeds produced in the last year from the freshly produced ones. Partial least squares discriminant analysis (PLSDA) was used to develop classification models, and the influence of data preprocessing methods on classification performance was also investigated. Taking second-order derivatives of the raw spectra proves to be the most proper and effective preprocessing method, which can remove baselines and backgrounds and reduce model complexity. With second derivative spectra, the sensitivity and specificity were 0.939 and 0.871 for age discrimination, respectively. Perfect classification was obtained, and both sensitivity and specificity were 1 for discrimination of geographical origins.
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