Near-infrared spectroscopy and chemometric analysis for determining oxygen delignification yield

被引:18
作者
Pu, Yunqiao [2 ]
Ragauskas, Arthur J. [1 ]
Lucia, Lucian A. [3 ]
Naithani, Ved [3 ]
Jameel, Hasan [3 ]
机构
[1] Georgia Inst Technol, Sch Chem & Biochem, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, Inst Paper Sci & Technol, Atlanta, GA 30332 USA
[3] N Carolina State Univ, Dept Wood & Paper Sci, Raleigh, NC 27695 USA
关键词
kraft softwood pulp; near-infrared; oxygen delignification; partial least-square regression; principal component analysis; yield;
D O I
10.1080/02773810802125008
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
Oxygen delignification studies were carried out using a softwood kraft pulp under varying reaction temperatures (80-140 degrees C) and alkaline charges (1-12%). Near-infrared (NIR) spectroscopy combined with chemometric methods was employed to analyze oxygen delignification pulp yields, which were compared to gravimetric analysis. Principal component analysis (PCA) of the NIR spectra data was performed and a partial least-square (PLS) regression model was developed to predict the pulp yield of oxygen delignified pulps based on the NIR spectra data. PCA analysis indicated that 99.1% of total variances of NIR spectra data in the range of 1100-2266 nm could be expressed by three principle components. A PLS1 model based on the NIR spectra data had good predictive ability and appeared to be an effective tool for pulp yield prediction for the oxygen delignification process.
引用
收藏
页码:122 / 136
页数:15
相关论文
共 35 条
[1]   Estimation of selectivity in industrial oxygen-alkali delignification of softwood kraft pulp [J].
Ala-Kaila, K ;
Salmela, M ;
Alén, R .
NORDIC PULP & PAPER RESEARCH JOURNAL, 2002, 17 (04) :405-409
[2]   Estimation of pulp yield in industrial oxygen-alkali delignification of softwood kraft pulp [J].
Ala-Kaila, K ;
Salmela, M ;
Alén, R .
NORDIC PULP & PAPER RESEARCH JOURNAL, 2002, 17 (04) :401-404
[3]  
[Anonymous], 1989, MULTIVARIATE CALIBRA
[4]   A comparative study of the impact of the cooking process on oxygen delignification [J].
Antonsson, S ;
Lindström, ME ;
Ragnar, M .
NORDIC PULP & PAPER RESEARCH JOURNAL, 2003, 18 (04) :388-394
[5]  
Antti H, 2000, TAPPI J, V83, P102
[6]   Vibrational spectroscopic and ultrasound analysis for in-process characterization of high-density polyethylene/polypropylene blends during melt extrusion [J].
Barnes, SE ;
Brown, EC ;
Sibley, MG ;
Edwards, HGM ;
Scowen, IJ ;
Coates, PD .
APPLIED SPECTROSCOPY, 2005, 59 (05) :611-619
[7]   2-DIMENSIONAL VIBRATION SPECTROSCOPY - CORRELATION OF MIDINFRARED AND NEAR-INFRARED REGIONS [J].
BARTON, FE ;
HIMMELSBACH, DS ;
DUCKWORTH, JH ;
SMITH, MJ .
APPLIED SPECTROSCOPY, 1992, 46 (03) :420-429
[8]   INFRARED SPECTRUM OF CRYSTALLINE POLYSACCHARIDES .9. NEAR INFRARED SPECTRUM OF CELLULOSE [J].
BASSETT, KH ;
MARCHESSAULT, RH ;
LIANG, CY .
JOURNAL OF POLYMER SCIENCE PART A-GENERAL PAPERS, 1963, 1 (05) :1687-&
[9]   Estimation of the physical wood properties of Pinus taeda L. radial strips using least squares support vector machines [J].
Cogdill, RP ;
Schimleck, LR ;
Jones, PD ;
Peter, GF ;
Daniels, RF ;
Clark, A .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2004, 12 (04) :263-269
[10]  
ESBENSEN K, 2004, MULTIVARIATE DATA AN