Title :
Aroma and optical absorption spectroscopy for quality assessment of vegetable cooking oils
Author :
Rashid, F.N.A. ; Maamor, H.N. ; Yusuf, N. ; Zakaria, N.Z.I. ; Ismail, S.W.M. ; Adnan, K.N.A.K. ; Zakaria, A. ; Kamarudin, L.M. ; Shakaff, A.Y.M.
Author_Institution :
Center of Excellence for Adv. Sensor Technol. (CEASTech), Univ. Malaysia of Perlis (UniMAP), Arau, Malaysia
Abstract :
Vegetable oils from different type of sources may have a distinctive aroma and flavour. This work explored the ability of combining PEN3 and UV-Vis Spectrophotometer for aroma and volatiles analysis. Nine types of vegetable oils were characterized and classified into three categories based on aroma and volatiles absorption characteristics which are fresh, heated and used cooking oil. The results of PCA analysis showed a good separation among three groups of vegetable cooking oil. Data set from both PEN3 (e-nose) and UV-Vis Spectroscopy was subjected to Linear Discriminant Analysis. Our results propose that discriminant analysis provides a rapid, efficient and accurate study for multi-class classification difficulties. LDA is capable to provide 100.0% correct classification of original grouped cases. However, only 85.4% of un-known grouped cases are correctly classified.
Keywords :
electronic noses; principal component analysis; quality control; separation; spectrophotometers; ultraviolet spectra; vegetable oils; visible spectra; LDA; PCA analysis; PEN3 spectrophotometer; UV-vis Spectrophotometer; UV-vis spectroscopy; aroma; e-nose; linear discriminant analysis; multiclass classification difficulty; optical absorption spectroscopy; quality assessment; separation; vegetable cooking oils; vegetable oil; volatiles absorption characteristics; volatiles analysis; Absorption; Electronic noses; Heating; Principal component analysis; Spectroscopy; Temperature measurement; Vegetable oils; LDA; PCA; PEN3; UV-Vis Spectrophotometer; Vegetable oil;
Conference_Titel :
Electronic Design (ICED), 2014 2nd International Conference on
Conference_Location :
Penang
DOI :
10.1109/ICED.2014.7015826