CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION

Wheat straw (Triticum aestivum L.) and oat straw (Avena sativa L.) were chemically pretreated at different severities with the purpose of delignification, which in turn leads to a better accessibility of plant cell wall polysaccharides for further biotechnological conversion. Key parameters of these...

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Main Authors: Chularat Krongtaew, Kurt Messner, Thomas Ters, Karin Fackler
Format: Article
Language:English
Published: North Carolina State University 2010-08-01
Series:BioResources
Subjects:
Online Access:http://ojs.cnr.ncsu.edu/index.php/BioRes/article/viewFile/BioRes_05_4_2081_Krongtaew_MRF_Pt2_Char_Param_Ligno_Conver_Quantitative_NIR_LMS/700
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spelling doaj-690362b66ce7401aa2498b7f6d71d7602020-11-24T23:17:42ZengNorth Carolina State UniversityBioResources1930-21262010-08-015420812096CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSIONChularat KrongtaewKurt MessnerThomas TersKarin FacklerWheat straw (Triticum aestivum L.) and oat straw (Avena sativa L.) were chemically pretreated at different severities with the purpose of delignification, which in turn leads to a better accessibility of plant cell wall polysaccharides for further biotechnological conversion. Key parameters of these samples, i.e. weight loss, residual lignin content, and hydrolysable sugars serving as precursors for biofuel production were monitored by wet-chemistry analyses. Fourier transform near infrared (FT-NIR) spectra were correlated to these data by means of partial least-squares (PLS) regression. Weight loss (4.0 – 33.5%) of the wheat straw could be predicted (RMSEP = 3.5%, R²test = 0.75) from the entire FT-NIR spectra (10000 – 4000 cm-1). Residual lignin content (7.9 – 20.7%, RMSEP = 0.9%, R²test = 0.94) and amount of reducing sugars based on pretreated wheat straw (128 – 1000 mg g-1, RMSEP = 83 mg g-1, R²test = 0.89) were powerfully evaluated between 6900 and 5510 cm-1, a spectral region where polysaccharides and lignin absorb. All these parameters could be equally predicted with even higher accuracy from pre-treated oat straw samples. Furthermore, some important parameters for anaerobic conversion of wheat straw to biogas – biogas production, total solids, and volatile solids content – could be estimated.http://ojs.cnr.ncsu.edu/index.php/BioRes/article/viewFile/BioRes_05_4_2081_Krongtaew_MRF_Pt2_Char_Param_Ligno_Conver_Quantitative_NIR_LMS/700Wheat and oat straw pre-treatmentFourier transform near-infrared spectroscopy (FT-NIR)Biogas potential testAnaerobic fermentationMultivariate data analysisPartial least-squares (PLS) regression
collection DOAJ
language English
format Article
sources DOAJ
author Chularat Krongtaew
Kurt Messner
Thomas Ters
Karin Fackler
spellingShingle Chularat Krongtaew
Kurt Messner
Thomas Ters
Karin Fackler
CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
BioResources
Wheat and oat straw pre-treatment
Fourier transform near-infrared spectroscopy (FT-NIR)
Biogas potential test
Anaerobic fermentation
Multivariate data analysis
Partial least-squares (PLS) regression
author_facet Chularat Krongtaew
Kurt Messner
Thomas Ters
Karin Fackler
author_sort Chularat Krongtaew
title CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
title_short CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
title_full CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
title_fullStr CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
title_full_unstemmed CHARACTERIZATION OF KEY PARAMETERS FOR BIOTECHNOLOGICAL LIGNOCELLULOSE CONVERSION ASSESSED BY FT-NIR SPECTROSCOPY. PART II: QUANTITATIVE ANALYSIS BY PARTIAL LEAST SQUARES REGRESSION
title_sort characterization of key parameters for biotechnological lignocellulose conversion assessed by ft-nir spectroscopy. part ii: quantitative analysis by partial least squares regression
publisher North Carolina State University
series BioResources
issn 1930-2126
publishDate 2010-08-01
description Wheat straw (Triticum aestivum L.) and oat straw (Avena sativa L.) were chemically pretreated at different severities with the purpose of delignification, which in turn leads to a better accessibility of plant cell wall polysaccharides for further biotechnological conversion. Key parameters of these samples, i.e. weight loss, residual lignin content, and hydrolysable sugars serving as precursors for biofuel production were monitored by wet-chemistry analyses. Fourier transform near infrared (FT-NIR) spectra were correlated to these data by means of partial least-squares (PLS) regression. Weight loss (4.0 – 33.5%) of the wheat straw could be predicted (RMSEP = 3.5%, R²test = 0.75) from the entire FT-NIR spectra (10000 – 4000 cm-1). Residual lignin content (7.9 – 20.7%, RMSEP = 0.9%, R²test = 0.94) and amount of reducing sugars based on pretreated wheat straw (128 – 1000 mg g-1, RMSEP = 83 mg g-1, R²test = 0.89) were powerfully evaluated between 6900 and 5510 cm-1, a spectral region where polysaccharides and lignin absorb. All these parameters could be equally predicted with even higher accuracy from pre-treated oat straw samples. Furthermore, some important parameters for anaerobic conversion of wheat straw to biogas – biogas production, total solids, and volatile solids content – could be estimated.
topic Wheat and oat straw pre-treatment
Fourier transform near-infrared spectroscopy (FT-NIR)
Biogas potential test
Anaerobic fermentation
Multivariate data analysis
Partial least-squares (PLS) regression
url http://ojs.cnr.ncsu.edu/index.php/BioRes/article/viewFile/BioRes_05_4_2081_Krongtaew_MRF_Pt2_Char_Param_Ligno_Conver_Quantitative_NIR_LMS/700
work_keys_str_mv AT chularatkrongtaew characterizationofkeyparametersforbiotechnologicallignocelluloseconversionassessedbyftnirspectroscopypartiiquantitativeanalysisbypartialleastsquaresregression
AT kurtmessner characterizationofkeyparametersforbiotechnologicallignocelluloseconversionassessedbyftnirspectroscopypartiiquantitativeanalysisbypartialleastsquaresregression
AT thomasters characterizationofkeyparametersforbiotechnologicallignocelluloseconversionassessedbyftnirspectroscopypartiiquantitativeanalysisbypartialleastsquaresregression
AT karinfackler characterizationofkeyparametersforbiotechnologicallignocelluloseconversionassessedbyftnirspectroscopypartiiquantitativeanalysisbypartialleastsquaresregression
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