Fourier transform infrared spectroscopy coupled with chemometrics for the monitoring of virgin olive oil quality during storage up to 18 months

被引:3
|
作者
Zaroual, Hicham [1 ,2 ]
El Hadrami, El Mestafa [1 ]
Chene, Christine [3 ]
Karoui, Romdhane [3 ,4 ]
机构
[1] Sidi Mohamed Ben Abdellah Univ, Appl Organ Chem Lab, Fes 30000, Morocco
[2] Sustainable AgriFoodtech Innovat & Res SAFIR, Arras, France
[3] ADRIANOR, F-62217 Tilloy Les Mofflaines, France
[4] Univ Artois, Univ Liege, Univ Lille, Univ Littoral Cote Opale,Univ Picardie Jules Verne, F-62300 Lens, France
关键词
Mid infrared spectroscopy; Virgin olive oil; Freshness; Storage; Chemometry; FLUORESCENCE SPECTROSCOPY; PARAMETERS; ADULTERATION; CHLOROPHYLL; PREDICTION; SELECTION; ORIGIN; FTIR;
D O I
10.1007/s00217-024-04505-z
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
This study examines the feasibility of using mid infrared (MIR) spectroscopy for monitoring the quality of 14 Moroccan virgin olive oil samples belonging to three (3) varieties, originated from three (3) geographical origins, extracted with different systems, irrigated and fertilised with different modes.The application of principal component analysis (PCA) and factorial discriminant analysis (FDA) on MIR spectra data allowed to discriminate perfectly the samples according to their storage time with 96.87% of correct classification.The obtained results were confirmed following the application of three different multivariate regression tools namely partial least squares regression (PLSR), principal component regression (PCR) and support vector machine regression (SVMR) applied on MIR spectra data, since excellent prediction of R2 = 0.99 and RMSEP = 17.05 days was observed. In addition, the evaluation of the effectiveness of MIR spectroscopy to predict the chemical parameters allowed to obtain excellent validation models with R2 ranging between 0.98 and 0.99 for free acidity, peroxide value, chlorophyll level, k232 and k270.
引用
收藏
页码:1969 / 1986
页数:18
相关论文
共 50 条
  • [21] Novel technologies for monitoring the in-line quality of virgin olive oil during manufacturing and storage
    Beltran Ortega, Julio
    Martinez Gila, Diego M.
    Aguilera Puerto, Daniel
    Gamez Garcia, Javier
    Gomez Ortega, Juan
    JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 2016, 96 (14) : 4644 - 4662
  • [22] Excitation-emission matrix spectroscopy coupled with chemometrics for monitoring ozonation of olive oil and olive pomace oil
    Dominguez-Lacueva, Paula
    Sikorska, Ewa
    Cantalejo-Diez, Maria J.
    ANALYTICAL METHODS, 2025, 17 (08) : 1860 - 1869
  • [23] Determination of olive oil free fatty acid by Fourier transform infrared spectroscopy
    Bertran, E
    Blanco, M
    Coello, J
    Iturriaga, H
    Maspoch, S
    Montoliu, I
    JOURNAL OF THE AMERICAN OIL CHEMISTS SOCIETY, 1999, 76 (05) : 611 - 616
  • [24] Air quality monitoring based on Fourier Transform Infrared spectroscopy
    Wei, Zheng
    Yan, Wang
    Rui, Wang
    FOURTH INTERNATIONAL CONFERENCE ON PHOTONICS AND IMAGING IN BIOLOGY AND MEDICINE, PTS 1 AND 2, 2006, 6047
  • [25] STABILITY OF THE SENSORY QUALITY OF VIRGIN OLIVE OIL DURING STORAGE: AN OVERVIEW
    Bendini, A.
    Cerretani, L.
    Salvador, M. D.
    Fregapane, G.
    Lercker, G.
    ITALIAN JOURNAL OF FOOD SCIENCE, 2009, 21 (04) : 389 - 406
  • [26] FTIR spectroscopy coupled with chemometrics of multivariate calibration and discriminant analysis for authentication of extra virgin olive oil
    Rohman, Abdul
    Man, Yaakob bin Che
    Ismail, Amin
    Hashim, Puziah
    INTERNATIONAL JOURNAL OF FOOD PROPERTIES, 2017, 20 : S1173 - S1181
  • [27] Discrimination and characterisation of extra virgin olive oils from three cultivars in different maturation stages using Fourier transform infrared spectroscopy in tandem with chemometrics
    Gouvinhas, Irene
    de Almeida, Jose M. M. M.
    Carvalho, Teresa
    Machado, Nelson
    Barros, Ana I. R. N. A.
    FOOD CHEMISTRY, 2015, 174 : 226 - 232
  • [28] Predicting extra virgin olive oil freshness during storage by fluorescence spectroscopy
    Aparicio-Ruiz, R.
    Tena, N.
    Romero, I.
    Aparicio, R.
    Garcia-Gonzalez, D. L.
    Morales, M. T.
    GRASAS Y ACEITES, 2017, 68 (04)
  • [29] Authentication of olive oil adulterated with vegetable oils using Fourier transform infrared spectroscopy
    Tay, A
    Singh, RK
    Krishnan, SS
    Gore, JP
    LEBENSMITTEL-WISSENSCHAFT UND-TECHNOLOGIE-FOOD SCIENCE AND TECHNOLOGY, 2002, 35 (01): : 99 - 103
  • [30] Fluorescence spectroscopy for monitoring deterioration of extra virgin olive oil during heating
    Cheikhousman, R
    Zude, M
    Bouveresse, DJR
    Léger, CL
    Rutledge, DN
    Birlouez-Aragon, I
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2005, 382 (06) : 1438 - 1443