DocumentCode
232642
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
fYear
2014
fDate
19-21 Aug. 2014
Firstpage
339
Lastpage
342
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronic Design (ICED), 2014 2nd International Conference on
Conference_Location
Penang
Type
conf
DOI
10.1109/ICED.2014.7015826
Filename
7015826
Link To Document