This paper proposes to use chromatographic fingerprints coupled to multivariate techniques to authenticate the geographical origin of extra-virgin olive oils (EVOO) of the Arbequina botanical variety. This methodology uses the whole or part of the chromatogram as input data for the classification models but does not identify or quantify the chemicals constituents. Arbequina monovarietal EVOOs from three geographical origins were studied: two from adjacent European Protected Designation of Origin areas, Siurana and Les Garrigues, in Catalonia in the northeast of Spain; and the third from the south of Spain (Andalucia and Murcia). Three chromatographic fingerprints of each sample were obtained by both reverse and normal phase liquid chromatography coupled to charged aerosol detector (HPLC-CAD), and high temperature gas chromatography coupled to flame ionization detector [(HT)GC-FID]. Principal component analysis (PCA) was used as exploratory technique and soft independent modelling of class analogy (SIMCA) and partial least square-discriminant analysis (PLS-DA) were used as classification methods. High and low-level data fusion strategies were also applied to improve the classification results obtained when the data acquired from each analytical technique were separately used. The results were best for the PLS-DA model with low-level fusion of two techniques (HT)GC-FID with HPLC-CAD, independently of the phase mode. Sensitivity and specificity were 100% in almost all classes, error was 0% for all classes and an inconclusive ratio of just 4% was obtained for the Les Garrigues class due to double assignations.
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Ben Mohamed, Mbarka
Guasmi, Ferdaous
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Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Guasmi, Ferdaous
Ben Ali, Sihem
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Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Ben Ali, Sihem
Radhouani, Fedia
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h-index: 0
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Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Radhouani, Fedia
Faghim, Jihed
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h-index: 0
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Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Faghim, Jihed
Triki, Tebra
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h-index: 0
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Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Triki, Tebra
Kammoun, Naziha Grati
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Inst Olive, Technol & Qual Res Unit, Sfax 3000, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Kammoun, Naziha Grati
Baffi, Claudio
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h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Baffi, Claudio
Lucini, Luigi
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Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Lucini, Luigi
Benincasa, Cinzia
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h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Council Agr Res & Econ, Res Ctr Olive Citrus & Tree Fruit C da Li Rocchi, I-87036 Arcavacata Di Rende, CS, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Ben Mohamed, Mbarka
Rocchetti, Gabriele
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Univ Cattolica Sacro Cuore, Dept Anim Sci Food & Nutr, Via Emilia Parmense 84, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Rocchetti, Gabriele
Montesano, Domenico
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h-index: 0
机构:
Dept Pharmaceut Sci, Sect Food Sci & Nutr, Via S Costanzo, I-06126 Perugia, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Montesano, Domenico
Ben Ali, Sihem
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h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Ben Ali, Sihem
Guasmi, Ferdaous
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h-index: 0
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Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Guasmi, Ferdaous
Grati-Kamoun, Naziha
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h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Grati-Kamoun, Naziha
Lucini, Luigi
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h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, Via Emilia Parmense 84, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Ben Mohamed, Mbarka
Guasmi, Ferdaous
论文数: 0引用数: 0
h-index: 0
机构:
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Guasmi, Ferdaous
Ben Ali, Sihem
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h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Ben Ali, Sihem
Radhouani, Fedia
论文数: 0引用数: 0
h-index: 0
机构:
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Radhouani, Fedia
Faghim, Jihed
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h-index: 0
机构:
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Faghim, Jihed
Triki, Tebra
论文数: 0引用数: 0
h-index: 0
机构:
Inst Arid Land, Arid Land & Oasis Cropping Lab, Medenine 9119, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Triki, Tebra
Kammoun, Naziha Grati
论文数: 0引用数: 0
h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, TunisiaInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Kammoun, Naziha Grati
Baffi, Claudio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Baffi, Claudio
Lucini, Luigi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Lucini, Luigi
Benincasa, Cinzia
论文数: 0引用数: 0
h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
Council Agr Res & Econ, Res Ctr Olive Citrus & Tree Fruit C da Li Rocchi, I-87036 Arcavacata Di Rende, CS, ItalyInst Olive, Technol & Qual Res Unit, Sfax 3000, Tunisia
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Ben Mohamed, Mbarka
Rocchetti, Gabriele
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Anim Sci Food & Nutr, Via Emilia Parmense 84, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Rocchetti, Gabriele
Montesano, Domenico
论文数: 0引用数: 0
h-index: 0
机构:
Dept Pharmaceut Sci, Sect Food Sci & Nutr, Via S Costanzo, I-06126 Perugia, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Montesano, Domenico
Ben Ali, Sihem
论文数: 0引用数: 0
h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, Tunisia
Fac Sci, Bizerte 7021, Jarzouna, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Ben Ali, Sihem
Guasmi, Ferdaous
论文数: 0引用数: 0
h-index: 0
机构:
Inst Arid Land, Arid Land & Oasis Cropping Lab, Route Eljorf, Medenine 4119, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Guasmi, Ferdaous
Grati-Kamoun, Naziha
论文数: 0引用数: 0
h-index: 0
机构:
Inst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, TunisiaInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia
Grati-Kamoun, Naziha
Lucini, Luigi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cattolica Sacro Cuore, Dept Sustainable Food Proc, Via Emilia Parmense 84, I-29122 Piacenza, ItalyInst Olive, Technol & Qual Res Unit, BP 1087, Sfax 3000, Tunisia