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ASSESSMENT OF PINE BIOMASS DENSITY THROUGH MID-INFRARED SPECTROSCOPY AND MULTIVARIATE MODELING
被引:0
作者:
Via, Brian K.
[1
,2
]
Fasina, Oladiran
[2
]
Pan, Hui
[3
]
机构:
[1] Auburn Univ, Sch Forestry & Wildlife Sci, Auburn, AL 36804 USA
[2] Auburn Univ, Dept Biosyst Engn, Auburn, AL USA
[3] LSU AgCtr, Calhoun Res Stn, Calhoun, LA USA
来源:
关键词:
FTIR;
Biomass;
Spectroscopy;
Process monitoring;
Nondestructive;
Cellulose;
Lignin;
Hemicellulose;
NEAR-INFRARED SPECTROSCOPY;
PRINCIPAL COMPONENT ANALYSIS;
EUCALYPTUS-GLOBULUS WOOD;
DRIFT-MIR SPECTROSCOPY;
CHEMICAL-COMPOSITION;
PHYSICOCHEMICAL PROPERTIES;
FTIR SPECTROSCOPY;
PULPING YIELD;
PART;
SOFTWOOD;
D O I:
10.15376/biores.6.1.807-822
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:
The assessment of wood biomass density through multivariate modeling of mid-infrared spectra can be useful for interpreting the relationship between feedstock density and functional groups. This study looked at predicting feedstock density from mid-infrared spectra and interpreting the multivariate models. The wood samples possessed a random cell wall orientation, which would be typical of wood chips in a feedstock process. Principal component regression and multiple linear regression models were compared both before and after conversion of the raw spectra into the 1st derivative. A principal component regression model from 1st derivative spectra exhibited the best calibration statistics, while a multiple linear regression model from the 1st derivative spectra yielded nearly similar performance. Earlywood and latewood based spectra exhibited significant differences in carbohydrate-associated bands (1000 and 1060 cm(-1)). Only statistically significant principal component terms (alpha less than 0.05) were chosen for regression; likewise, band assignments only originated from statistically significant principal components. Cellulose, lignin, and hemicelllose associated bands were found to be important in the prediction of wood density.
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页码:807 / 822
页数:16
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