Development of fast analytical method for the detection and quantification of Moroccan picholine extra virgin olive oil adulteration using MIR spectroscopy and chemometrics tools

Q2 Chemistry Current Chemistry Letters Pub Date : 2023-01-01 DOI:10.5267/j.ccl.2023.2.005
A. Hirri, H. Bouchafra, L. Zarayby, A. Kasrati, Ibrahim Sbai El Otmani
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Abstract

In this study, the adulteration of Moroccan Picholine extra virgin olive oil with Arbequina virgin olive oil was monitored using the Fourier transform mid-infrared (FT-MIR) spectroscopy technique and chemometrics methodologies. To discriminate between olive oil that has been adulterated and unadulterated, principal component analysis (PCA) was utilized for qualitative analysis. We created the best calibration models for quantitative analysis using principal component regression (PCR) and partial least-squares regression (PLS). The first three principal components account for 95% of the overall variability, according to PCA analysis. PCA allows for the classification of the dataset into two groups: adulterated and unadulterated Moroccan Picholine olive oil. The application of the PLS and PCR calibration models for the quantification of adulteration demonstrates high-performance capabilities, as indicated by high values of correlation coefficients R2 greater than 0.999 and 0.995 and lower values of root mean square error (RMSE) less than 0.767 and 2.16 using PLS and PCR, respectively. According to our results, FT-MIR spectroscopy combined with chemometrics approaches can be used successfully as a simple, quick, and non-destructive method for the quantification and discrimination of adulterated olive oil.
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利用MIR光谱和化学计量学工具建立摩洛哥picholine特级初榨橄榄油掺假快速检测和定量分析方法
本研究采用傅里叶变换中红外(FT-MIR)光谱技术和化学计量学方法监测摩洛哥Picholine特级初榨橄榄油与Arbequina初榨橄榄油的掺假情况。为了区分掺假橄榄油和未掺假橄榄油,采用主成分分析(PCA)进行定性分析。我们使用主成分回归(PCR)和偏最小二乘回归(PLS)创建了定量分析的最佳校准模型。根据主成分分析,前三个主成分占总体变异性的95%。PCA允许将数据集分类为两组:掺假和未掺假的摩洛哥Picholine橄榄油。PLS和PCR校准模型用于掺假定量显示了高性能的能力,使用PLS和PCR的相关系数R2分别大于0.999和0.995,均方根误差(RMSE)分别小于0.767和2.16。根据我们的研究结果,FT-MIR光谱结合化学计量学方法可以成功地作为一种简单、快速、无损的方法来定量和鉴别掺假橄榄油。
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来源期刊
Current Chemistry Letters
Current Chemistry Letters Chemistry-Chemistry (all)
CiteScore
4.90
自引率
0.00%
发文量
27
审稿时长
20 weeks
期刊介绍: The "Current Chemistry Letters" is a peer-reviewed international journal which aims to publish all the current and outstanding research articles, reviews and letters in chemistry including analytical chemistry, green chemistry, inorganic chemistry, organic chemistry, physical chemistry, etc. This journal is dedicated to serve all academic and industrial researchers and scientists who are expert in all major advances in chemistry research. The journal aims to provide the most complete and reliable source of information on current developments in these fields. The emphasis will be on publishing quality articles rapidly and openly available to researchers worldwide. Please note readers are free to read, download, copy, distribute, print, search, or link to the full texts of articles published on this journal. Current Chemistry Letters is an open access journal, which provides instant access to the full text of research papers without any need for a subscription to the journal where the papers are published. Therefore, anyone has the opportunity to copy, use, redistribute, transmit/display the work publicly and to distribute derivative works, in any sort of digital form for any responsible purpose, subject to appropriate attribution of authorship. Authors who publish their articles may also maintain the copyright of their articles.
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