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Integration of FTIR Spectroscopy Volatile Compound Profiling and Chemometric Techniques for Advanced Geographical and Varietal Analysis of Moroccan Eucalyptus Essential Oils

机译:将 FTIR 光谱、挥发性化合物分析和化学计量技术相结合对摩洛哥桉树精油进行高级地理和品种分析

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摘要

Eucalyptus essential oil is widely valued for its therapeutic properties and extensive commercial applications, with its chemical composition significantly influenced by species variety, geographical origin, and environmental conditions. This study aims to develop a reliable method for identifying the geographical origin and variety of eucalyptus oil samples through the application of advanced analytical techniques combined with chemometric methods. Essential oils from Eucalyptus globulus and Eucalyptus camaldulensis were analyzed using Gas Chromatography–Flame Ionization Detection (GC–FID) and Fourier Transform Infrared (FTIR) Spectroscopy. Chemometric analyses, including Orthogonal Partial Least Squares-Discriminant Analysis (O2PLS-DA) and Hierarchical Cluster Analysis (HCA), were utilized to classify the oils based on their volatile compound profiles. Notably, O2PLS-DA was applied directly to the raw FTIR data without additional spectral processing, showcasing its robustness in handling unprocessed data. For geographical origin determination, the GC–FID model achieved a Correct Classification Rate (CCR) of 100%, with 100% specificity and 100% sensitivity for both calibration and validation sets. FTIR spectroscopy achieved a CCR of 100%, specificity of 100%, and sensitivity of 100% for the calibration set, while the validation set yielded a CCR of 95.83%, specificity of 99.02%, and sensitivity of 94.44%. In contrast, the analysis based on species variety demonstrated 100% accuracy across all metrics CCR, specificity, and sensitivity—for both calibration and validation using both techniques. These findings underscore the effectiveness of volatile and infrared spectroscopy profiling for quality control and authentication, providing robust tools for ensuring the consistency and reliability of eucalyptus essential oils in various industrial and therapeutic applications.
机译:桉树精油因其治疗特性和广泛的商业应用而广受重视,其化学成分受物种种类、地理来源和环境条件的显着影响。本研究旨在通过应用先进的分析技术结合化学计量学方法,开发一种可靠的方法来识别桉树油样品的地理来源和种类。使用气相色谱-火焰电离检测 (GC-FID) 和傅里叶变换红外 (FTIR) 光谱分析来自蓝桉和桉树的精油。化学计量学分析,包括正交偏最小二乘判别分析 (O2PLS-DA) 和层次聚类分析 (HCA),用于根据油的挥发性化合物概况对油进行分类。值得注意的是,O2PLS-DA 直接应用于原始 FTIR 数据,无需额外的光谱处理,展示了其在处理未处理数据方面的稳健性。对于产地测定,GC-FID 模型实现了 100% 的正确分类率 (CCR),校准集和验证集均具有 100% 的特异性和 100% 的灵敏度。FTIR 光谱法实现了校准集的 CCR 为 100%,特异性为 100%,灵敏度为 100%,而验证集的 CCR 为 95.83%,特异性为 99.02%,灵敏度为 94.44%。相比之下,基于物种多样性的分析在所有指标 CCR、特异性和灵敏度上都显示出 100% 的准确性——使用这两种技术进行校准和验证。这些发现强调了挥发性和红外光谱分析对质量控制和鉴定的有效性,为确保桉树精油在各种工业和治疗应用中的一致性和可靠性提供了强大的工具。

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