Determination of Iodine Value of Palm Oils Using Partial Least Squares Regression-Fourier Transform Infrared Data

被引:0
|
作者
Rasaruddin, Nor Fazila [1 ]
Ruah, Mas Ezatul Nadia Mohd [1 ]
Hasan, Mohamed Noor [2 ]
Jaafar, Mohd Zuli [3 ]
机构
[1] Univ Teknol MARA, Fac Appl Sci, Shah Alam 40450, Selangor, Malaysia
[2] Univ Teknol Malaysia, Johor Baharu 81310, Johor, Malaysia
[3] Univ Teknol MARA, Kampus Kuala Pilah, Kuala Pilah 72000, Negeri Sembilan, Malaysia
来源
JURNAL TEKNOLOGI | 2014年 / 70卷 / 05期
关键词
Palm Oils; PLS; FTIR; iodine value; SR plot;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper shows the determination of iodine value( IV) of pure and frying palm oils using Partial Least Squares( PLS) regression with application of variable selection. A total of 28 samples consisting of pure and frying palm oils which acquired from markets. Seven of them were considered as high-priced palm oils while the remaining was low-priced. PLS regression models were developed for the determination of IV using Fourier Transform Infrared( FTIR) spectra data in absorbance mode in the range from 650 cm(-1) to 4000 cm(-1). Savitzky Golay derivative was applied before developing the prediction models. The models were constructed using wavelength selected in the FTIR region by adopting selectivity ratio( SR) plot and correlation coefficient to the IV parameter. Each model was validated through Root Mean Square Error Cross Validation, RMSECV and cross validation correlation coefficient, R-cv(2). The best model using SR plot was the model with mean centring for pure sample and model with a combination of row scaling and standardization of frying sample. The best model with the application of the correlation coefficient variable selection was the model with a combination of row scaling and standardization of pure sample and model with mean centering data pre-processing for frying sample. It is not necessary to row scaled the variables to develop the model since the effect of row scaling on model quality is insignificant.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Determination of iodine value of palm oil by Fourier transform infrared spectroscopy
    Che Man, Y.B.
    Setiowaty, G.
    Van De Voort, F.R.
    JAOCS, Journal of the American Oil Chemists' Society, 1999, 76 (06): : 693 - 699
  • [2] Determination of iodine value of palm oil by Fourier transform infrared spectroscopy
    Man, YBC
    Setiowaty, G
    van de Voort, FR
    JOURNAL OF THE AMERICAN OIL CHEMISTS SOCIETY, 1999, 76 (06) : 693 - 699
  • [3] Rapid Quantitative Analysis of Forest Biomass Using Fourier Transform Infrared Spectroscopy and Partial Least Squares Regression
    Acquah, Gifty E.
    Via, Brian K.
    Fasina, Oladiran O.
    Eckhardt, Lori G.
    JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY, 2016, 2016
  • [4] Determination of the Degree of Degradation of Frying Rapeseed Oil Using Fourier-Transform Infrared Spectroscopy Combined with Partial Least-Squares Regression
    Chen, Jie Yu
    Zhang, Han
    Ma, Jinkui
    Tuchiya, Tomohiro
    Miao, Yelian
    INTERNATIONAL JOURNAL OF ANALYTICAL CHEMISTRY, 2015, 2015
  • [5] Direct determination of lactulose in heat-treated milk using diffuse reflectance infrared Fourier transform spectroscopy and partial least squares regression
    Pappas, Christos S.
    Sakkas, Lambros
    Moschopoulou, Ekaterini
    Moatsou, Golfo
    INTERNATIONAL JOURNAL OF DAIRY TECHNOLOGY, 2015, 68 (03) : 448 - 453
  • [6] Quantification of cocaine in ternary mixtures using partial least squares regression applied to Raman and Fourier transform infrared spectroscopy
    Fernandes de Oliveira Penido, Ciro Augusto
    Tavares Pacheco, Marcos Tadeu
    Novotny, Etelvino Henrique
    Lednev, Igor K.
    Silveira, Landulfo, Jr.
    JOURNAL OF RAMAN SPECTROSCOPY, 2017, 48 (12) : 1732 - 1743
  • [7] Quantitative Fourier transform infrared spectroscopy of binary mixtures of fatty acid esters using partial least squares regression
    Haines, ES
    Walmsley, AD
    Haswell, SJ
    ANALYTICA CHIMICA ACTA, 1997, 337 (02) : 191 - 199
  • [8] Fast determination of anthocyanins in red grape musts by Fourier transform mid-infrared spectroscopy and partial least squares regression
    Rasines-Perea, Z.
    Prieto-Perea, N.
    Romera-Fernandez, M.
    Berrueta, L. A.
    Gallo, B.
    EUROPEAN FOOD RESEARCH AND TECHNOLOGY, 2015, 240 (05) : 897 - 908
  • [9] Fast determination of anthocyanins in red grape musts by Fourier transform mid-infrared spectroscopy and partial least squares regression
    Z. Rasines-Perea
    N. Prieto-Perea
    M. Romera-Fernández
    L. A. Berrueta
    B. Gallo
    European Food Research and Technology, 2015, 240 : 897 - 908
  • [10] Use of Fourier transform infrared spectroscopy and partial least squares regression for the detection of adulteration of strawberry purees
    Holland, JK
    Kemsley, EK
    Wilson, RH
    JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 1998, 76 (02) : 263 - 269