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Atr–Ftir spectroscopy combined with chemometrics for rapid classification of extra virgin olive oils and edible oils from different cultivars available on the Turkish markets
- Source :
- Volume: 19, Issue: 4 926-947, Eskişehir Technical University Journal of Science and Technology A-Applied Sciences and Engineering
- Publication Year :
- 2018
-
Abstract
- A combination of attenuated total reflectance–Fourier transform infrared (ATR–FTIR) spectroscopy and chemometric techniques was used to classify different trademarks of edible oils available on the Turkish markets. A total of 144 spectra of edible oil samples, including extra virgin olive oil (VOO), hazelnut oil (HNO), cottonseed oil (CSO), sunflower oil (SFO) and soybean oil (SBO), was recorded. The feasibility of ATR–FTIR with multivariate data analysis for discrimination of extra VOOs from other edible oils was also evaluated. Classification of edible oils was performed using principal components analysis (PCA), hierarchical cluster analysis (HCA), linear discriminant analysis (LDA) and soft independent modeling of class analogies (SIMCA). The spectra collected from wavelength region of 4000–650 cm-1 and 28 different wavelength ranges selected from full spectra were evaluated for optimal classification models. All multivariate analysis provided excellent discriminations between the edible oil classes with low classification error. LDA models constructed with five predictors, and a total of 100% of edible oil samples from different trademarks were correctly classified. Furthermore, no misclassification was reported for the discriminant analysis in supervised SIMCA models with an accuracy of 95%. Consequently, ATR–FTIR spectroscopy combined with multivariate data analyses provides excellent illustrations of the relative positions of the different brands of commercial edible oils according to their quality and purity.
- Subjects :
- Taşınım
Multivariate statistics
Akustik
Mühendislik
Ekoloji
Astronomi ve Astrofizik
Kimya, İnorganik ve Nükleer
01 natural sciences
Soybean oil
Kimya, Analitik
Engineering
Mikroskopi
Food science
Cultivar
Fizik, Akışkanlar ve Plazma
Mathematics
Matematik
Fizik, Uygulamalı
Spektroskopi
Fizikokimya
Entomoloji
Zooloji
04 agricultural and veterinary sciences
General Medicine
Kimya, Uygulamalı
040401 food science
Toksikoloji
Biyoloji Çeşitliliğinin Korunması
Genetik ve Kalıtım
Mantar Bilimi
Termodinamik
Su Kaynakları
Principal component analysis
Fizik, Nükleer
Biyoloji
Balıkçılık
food.ingredient
Fizik, Partiküller ve Alanlar
Classification,Spectroscopy,Chemometrics,Virgin olive oil
Deniz ve Tatlı Su Biyolojisi
Atr ftir spectroscopy
Fizik, Atomik ve Moleküler Kimya
Chemometrics
Kuş Bilimi
0404 agricultural biotechnology
food
Fizik, Katı Hal
İstatistik ve Olasılık
Kimya, Tıbbi
Kimya, Organik
Limnoloji
Mineraloji
Farmakoloji ve Eczacılık
Sunflower oil
010401 analytical chemistry
Linear discriminant analysis
0104 chemical sciences
Optik
Çevre Bilimleri
Fizik, Matematik
Subjects
Details
- Language :
- English
- ISSN :
- 26674211
- Database :
- OpenAIRE
- Journal :
- Volume: 19, Issue: 4 926-947, Eskişehir Technical University Journal of Science and Technology A-Applied Sciences and Engineering
- Accession number :
- edsair.doi.dedup.....c5af6541c739c120ab61f7b7856d8aaf