Quantitative determination of cellulose dissolved in 1-ethyl-3-methylimidazolium acetate using partial least squares regression on FTIR spectra

被引:32
作者
FitzPatrick, Michael [2 ]
Champagne, Pascale [1 ,2 ]
Cunningham, Michael F. [2 ]
机构
[1] Queens Univ, Dept Civil Engn, Kingston, ON K7L 3N6, Canada
[2] Queens Univ, Dept Chem Engn, Kingston, ON K7L 3N6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Cellulose; Ionic liquids; IR spectroscopy; PLS regression; Biotechnology; IONIC LIQUIDS; LIGNOCELLULOSIC MATERIALS; INFRARED-SPECTROSCOPY; DIFFERENTIATION; DISSOLUTION; LIGNIN; WOOD;
D O I
10.1016/j.carbpol.2011.08.086
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Rapid and quantitative measurements of cellulose concentrations in ionic liquids (ILs) are difficult. In this study, FTIR operated in attenuated total reflectance (ATR) mode was investigated as a tool to measure cellulose concentration in 1-ethyl-3-methylimidazolium acetate ([emim][OAc]) and the spectra were subjected to partial least squares (PLS) regression for the quantitative determination of cellulose content. Additionally, the spectra were subjected to 7 data preprocessing methods to reduce physical effects in the spectra. Peak normalization was found to be the technique that most improved the prediction of dissolved cellulose in [emim][OAc]. When peak normalization was used for data preprocessing, a model for the quantitative estimation of cellulose content between 0 wt.% and 4 wt.% with an error of 0.53 wt.% was generated. The methods described here provide the basis for a rapid and facile technique for the determination of dissolved cellulose content in [emim][OAc]. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1124 / 1130
页数:7
相关论文
共 44 条
[1]  
ASTM, 2005, E96/E96M-05,i (, P1
[2]   STANDARD NORMAL VARIATE TRANSFORMATION AND DE-TRENDING OF NEAR-INFRARED DIFFUSE REFLECTANCE SPECTRA [J].
BARNES, RJ ;
DHANOA, MS ;
LISTER, SJ .
APPLIED SPECTROSCOPY, 1989, 43 (05) :772-777
[3]  
Boysworth M.K., 2008, Handbook of near-infrared analysis, P209
[4]  
Brereton R.G., 2003, DATA ANAL LAB CHEM P
[5]   Room temperature ionic liquids (RTILs): A new and versatile platform for cellulose processing and derivatization [J].
Cao, Yan ;
Wu, Jin ;
Zhang, Jun ;
Li, Huiquan ;
Zhang, Yi ;
He, Jiasong .
CHEMICAL ENGINEERING JOURNAL, 2009, 147 (01) :13-21
[6]   Vis-NIR measurement of soluble solids in cherry and apricot by PLS regression and wavelength selection [J].
Carlini, P ;
Massantini, R ;
Mencarelli, F .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2000, 48 (11) :5236-5242
[7]   Qualitative and quantitative analysis of wood samples by Fourier transform infrared spectroscopy and multivariate analysis [J].
Chen, Huilun ;
Ferrari, Carlo ;
Angiuli, Marco ;
Yao, Jun ;
Raspi, Costantino ;
Bramanti, Emilia .
CARBOHYDRATE POLYMERS, 2010, 82 (03) :772-778
[8]   Enhancement of cellulose saccharification kinetics using an ionic liquid pretreatment step [J].
Dadi, Anantharam P. ;
Varanasi, Sasidhar ;
Schall, Constance A. .
BIOTECHNOLOGY AND BIOENGINEERING, 2006, 95 (05) :904-910
[9]  
Dhanoa M., 1994, J. Near Infrared Spectrosc., V2, P43, DOI DOI 10.1255/JNIRS.30
[10]   A biorefinery processing perspective: Treatment of lignocellulosic materials for the production of value-added products [J].
FitzPatrick, Michael ;
Champagne, Pascale ;
Cunningham, Michael F. ;
Whitney, Ralph A. .
BIORESOURCE TECHNOLOGY, 2010, 101 (23) :8915-8922