Quantifying binary and ternary mixtures of monovarietal extra virgin olive oils with UV-vis absorption and chemometrics

被引:10
|
作者
Aroca-Santos, Regina [1 ]
Cancilla, John C. [1 ]
Perez-Perez, Ana [1 ]
Moral, Ana [2 ]
Torrecilla, Jose S. [1 ]
机构
[1] Univ Complutense Madrid, Fac Ciencias Quim, Dept Ingn Quim, E-28040 Madrid, Spain
[2] Univ Pablo de Olavide, Area Ingn Quim, Dept Biol Mol & Ingn Bioquim, Carretera Utrera,Km 1, Seville 41013, Spain
关键词
Extra virgin olive oil; Pigments; Linear regression; Artificial neural networks; ARTIFICIAL NEURAL-NETWORKS; IONIC LIQUIDS; IMIDAZOLIUM; SPECTRA; MODELS; BLENDS; ORIGIN;
D O I
10.1016/j.snb.2016.04.094
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The pigment profile of three monovarietal extra virgin olive oils (EVOOs) (Cornicabra, Picual, and Hojiblanca varietals) and their binary and ternary mixtures have been analyzed through visible spectroscopy. The information extracted from the registered spectra was treated and then modeled following two different chemometric approaches: a linear one based on multiple linear regression models, and a non-linear one based on the employment of artificial neural networks. All the designed models were validated using a k-fold cross-validation, and the largest mean absolute errors (MAEs) obtained for the varietal quantifications were 10% for the linear model and 2.8% for the non-linear one. These results let us prove the efficient generalization capability of these mathematical tools, as they are able to accurately quantify olive oil varietals in mixtures through their pigment profile only requiring visible spectroscopy data. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:115 / 121
页数:7
相关论文
共 50 条
  • [1] Monitoring the Oxidative Stability of Monovarietal Extra Virgin Olive Oils by UV-Vis Spectroscopy and MCR-ALS
    Goncalves, Thays Raphaela
    Rosa, Larissa Naida
    Goncalves, Rhayanna Priscila
    Torquato, Alex Sanches
    Marco, Paulo Henrique
    Marques Gomes, Sandra T.
    Matsushita, Makoto
    Valderrama, Patricia
    FOOD ANALYTICAL METHODS, 2018, 11 (07) : 1936 - 1943
  • [2] Monitoring the Oxidative Stability of Monovarietal Extra Virgin Olive Oils by UV–Vis Spectroscopy and MCR–ALS
    Thays Raphaela Gonçalves
    Larissa Naida Rosa
    Rhayanna Priscila Gonçalves
    Alex Sanches Torquato
    Paulo Henrique Março
    Sandra T. Marques Gomes
    Makoto Matsushita
    Patrícia Valderrama
    Food Analytical Methods, 2018, 11 : 1936 - 1943
  • [3] Spectroscopic determination of the photodegradation of monovarietal extra virgin olive oils and their binary mixtures through intelligent systems
    Torrecilla, Jose S.
    Vidal, Sara
    Aroca-Santos, Regina
    Wang, Selina C.
    Cancilla, John C.
    TALANTA, 2015, 144 : 363 - 368
  • [4] A Novel Method To Quantify the Adulteration of Extra Virgin Olive Oil with Low-Grade Olive Oils by UV-Vis
    Torrecilla, Jose S.
    Rojo, Ester
    Dominguez, Juan C.
    Rodriguez, Francisco
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2010, 58 (03) : 1679 - 1684
  • [5] Determination of Pigments in Virgin and Extra-Virgin Olive Oils: A Comparison between Two Near UV-Vis Spectroscopic Techniques
    Borello, Eleonora
    Domenici, Valentina
    FOODS, 2019, 8 (01):
  • [6] SHELF LIFE OF SOME MONOVARIETAL EXTRA VIRGIN OLIVE OILS
    Gambacorta, G.
    Baiano, A.
    Previtali, M. A.
    Terracone, C.
    La Notte, E.
    ITALIAN JOURNAL OF FOOD SCIENCE, 2009, 21 : 208 - 211
  • [7] Extraction of Pigment Information from Near-UV Vis Absorption Spectra of Extra Virgin Olive Oils
    Domenici, Valentina
    Ancora, Donatella
    Cifelli, Mario
    Serani, Andrea
    Veracini, Carlo Alberto
    Zandomeneghi, Maurizio
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2014, 62 (38) : 9317 - 9325
  • [8] Hyperspectral Imaging and Chemometrics for Authentication of Extra Virgin Olive Oil: A Comparative Approach with FTIR, UV-VIS, Raman, and GC-MS
    Malavi, Derick
    Nikkhah, Amin
    Raes, Katleen
    Van Haute, Sam
    FOODS, 2023, 12 (03)
  • [9] Classification and characterization of olive oils by UV-Vis absorption spectrometry and sensorial analysis
    Kruzlicova, Dasa
    Mocak, Jan
    Katsoyannos, Evangelos
    Lankmayr, Ernst
    JOURNAL OF FOOD AND NUTRITION RESEARCH, 2008, 47 (04): : 181 - 188
  • [10] In vitro study of potential prebiotic properties of monovarietal extra virgin olive oils
    Salvesi, Chiara
    Coman, M. Magdalena
    Tomas-Barberan, Francisco A.
    Fiorini, Dennis
    Silvi, Stefania
    INTERNATIONAL JOURNAL OF FOOD SCIENCES AND NUTRITION, 2024, 75 (01) : 45 - 57