Cellulose I crystallinity determination using FT-Raman spectroscopy: univariate and multivariate methods

被引:237
作者
Agarwal, Umesh P. [1 ]
Reiner, Richard S. [1 ]
Ralph, Sally A. [1 ]
机构
[1] US Forest Serv, Forest Prod Lab, USDA, Madison, WI 53705 USA
关键词
Cellulose; Crystallinity; Raman spectroscopy; FT-Raman; Univariate; Multivariate; PLS; X-ray; X-RAY-DIFFRACTION; WOOD; NMR; SPECTRA; TRANSMISSION; FIBERS; POWDER; SIZE;
D O I
10.1007/s10570-010-9420-z
中图分类号
TB3 [工程材料学]; TS [轻工业、手工业、生活服务业];
学科分类号
0805 ; 080502 ; 0822 ;
摘要
Two new methods based on FT-Raman spectroscopy, one simple, based on band intensity ratio, and the other using a partial least squares (PLS) regression model, are proposed to determine cellulose I crystallinity. In the simple method, crystallinity in cellulose I samples was determined based on univariate regression that was first developed using the Raman band intensity ratio of the 380 and 1,096 cm(-1) bands. For calibration purposes, 80.5% crystalline and 120-min milled (0% crystalline) Whatman CC31 and six cellulose mixtures produced with crystallinities in the range 10.9-64% were used. When intensity ratios were plotted against crystallinities of the calibration set samples, the plot showed a linear correlation (coefficient of determination R (2) = 0.992). Average standard error calculated from replicate Raman acquisitions indicated that the cellulose Raman crystallinity model was reliable. Crystallinities of the cellulose mixtures samples were also calculated from X-ray diffractograms using the amorphous contribution subtraction (Segal) method and it was found that the Raman model was better. Additionally, using both Raman and X-ray techniques, sample crystallinities were determined from partially crystalline cellulose samples that were generated by grinding Whatman CC31 in a vibratory mill. The two techniques showed significant differences. In the second approach, successful Raman PLS regression models for crystallinity, covering the 0-80.5% range, were generated from the ten calibration set Raman spectra. Both univariate-Raman and WAXS determined crystallinities were used as references. The calibration models had strong relationships between determined and predicted crystallinity values (R (2) = 0.998 and 0.984, for univariate-Raman and WAXS referenced models, respectively). Compared to WAXS, univariate-Raman referenced model was found to be better (root mean square error of calibration (RMSEC) and root mean square error of prediction (RMSEP) values of 6.1 and 7.9% vs. 1.8 and 3.3%, respectively). It was concluded that either of the two Raman methods could be used for cellulose I crystallinity determination in cellulose samples.
引用
收藏
页码:721 / 733
页数:13
相关论文
共 36 条
[1]  
Agarwal U. P., 1999, 10 INT S WOOD PULP C, V2, P136
[2]  
Agarwal U.P., 2009, Characterization of Lignocellulosic Materials, P17, DOI [10.1002/9781444305425.ch2, DOI 10.1002/9781444305425.CH2]
[3]   Self-Absorption phenomenon in near-infrared Fourier transform Raman spectroscopy of cellulosic and lignocellulosic materials [J].
Agarwal, UP ;
Kawai, N .
APPLIED SPECTROSCOPY, 2005, 59 (03) :385-388
[4]   FT-Raman spectroscopy of wood: Identifying contributions of lignin and carbohydrate polymers in the spectrum of black spruce (Picea mariana) [J].
Agarwal, UP ;
Ralph, SA .
APPLIED SPECTROSCOPY, 1997, 51 (11) :1648-1655
[5]   Crystallinity of wood and the size of cellulose crystallites in Norway spruce (Picea abies) [J].
Andersson, S ;
Serimaa, R ;
Paakkari, T ;
Saranpää, P ;
Pesonen, E .
JOURNAL OF WOOD SCIENCE, 2003, 49 (06) :531-537
[6]  
Atalla R.H., 1998, Polysaccharides: Structural Diversity and Functional Versatility, P123
[7]   ENZYMATIC-HYDROLYSIS AND RECRYSTALLIZATION BEHAVIOR OF INITIALLY AMORPHOUS CELLULOSE [J].
BERTRAN, MS ;
DALE, BE .
BIOTECHNOLOGY AND BIOENGINEERING, 1985, 27 (02) :177-181
[8]   THE INFLUENCE OF PARTICLE-SIZE AND CONCENTRATION IN TRANSMISSION AND DIFFUSE REFLECTANCE SPECTROSCOPY OF WOOD [J].
FAIX, O ;
BOTTCHER, JH .
HOLZ ALS ROH-UND WERKSTOFF, 1992, 50 (06) :221-226
[9]   COTTON POWDER FOR INFRARED TRANSMISSION MEASUREMENTS [J].
FORZIATI, FH ;
STONE, WK ;
ROWEN, JW ;
APPEL, WD .
JOURNAL OF RESEARCH OF THE NATIONAL BUREAU OF STANDARDS, 1950, 45 (02) :109-113
[10]   On the interpretation of X-ray diffraction powder patterns in terms of the nanostructure of cellulose I fibres [J].
Garvey, CJ ;
Parker, IH ;
Simon, GP .
MACROMOLECULAR CHEMISTRY AND PHYSICS, 2005, 206 (15) :1568-1575