Near Infrared Spectroscopy Calibration for Wood Chemistry: Which Chemometric Technique Is Best for Prediction and Interpretation?

Article, Other literature type English OPEN
Via, Brian; Zhou, Chengfeng; Acquah, Gifty; Jiang, Wei; Eckhardt, Lori; (2014)
  • Publisher: Multidisciplinary Digital Publishing Institute
  • Journal: Sensors,volume 14,issue 8,pages13,532-13,547 (issn: 1424-8220, eissn: 1424-8220)
  • Related identifiers: pmc: PMC4179028, doi: 10.3390/s140813532
  • Subject: chemometric | TP1-1185 | NIR | PLS | regression | wood chemistry | coefficient | Chemical technology | loading | error | PCR | Article

This paper addresses the precision in factor loadings during partial least squares (PLS) and principal components regression (PCR) of wood chemistry content from near infrared reflectance (NIR) spectra. The precision of the loadings is considered important because these... View more
  • References (56)
    56 references, page 1 of 6

    1. Ono, K.; Hiraide, M.; Amari, M. Determination of lignin, holocellulose, and organic solvent extractives in fresh leaf, litterfall, and organic material on forest floor using near-infrared reflectance spectroscopy. J. For. Res. 2003, 8, 191-198.

    2. McLellan, T.M.; Aber, J.D.; Martin, M.E.; Melillo, J.M.; Nadelhoffer, K.J. Determination of nitrogen, lignin, and cellulose content of decomposing leaf material by near infrared reflectance spectroscopy. Can. J. For. Res. 1991, 21, 1684-1688.

    3. Yao, S.; Jiang, Y.-F.; Lu, H.-K.; Su, M. Extending hemicelluloses content calibration of acacia spp using nir to new sites. Spectrosc. Spectr. Anal. 2010, 30, 1206-1209.

    4. Gierlinger, N.; Schwanninger, M.; Hinterstoisser, B.; Wimmer, R. Rapid determination of heartwood extractives in larix sp. By means of fourier transform near infrared spectroscopy. J. Near Infrared Spectrosc. 2002, 10, 203-214.

    5. Jiang, Z.-H.; Yang, Z.; So, C.-L.; Hse, C.-Y. Rapid prediction of wood crystallinity in pinus elliotii plantation wood by near-infrared spectroscopy. J. Wood Sci. 2007, 53, 449-453.

    6. Robinson, A.R.; Mansfield, S.D. Rapid analysis of poplar lignin monomer composition by a streamlined thioacidolysis procedure and near‐ infrared reflectance‐ based prediction modeling. Plant J. 2009, 58, 706-714.

    7. Schimleck, L.R.; Evans, R. Estimation of microfibril angle of increment cores by near infrared spectroscopy. IAWA J. 2002, 23, 225-234.

    8. Jones, P.D.; Schimleck, L.R.; Peter, G.F.; Daniels, R.F.; Clark Iii, A. Non-destructive estimation of pinus taeda l tracheid morphological characteristics for samples from a wide range of sites in georgia. Wood Sci. Technol. 2005, 39, 529-545.

    9. Kelley, S.S.; Rials, T.G.; Snell, R.; Groom, L.H.; Sluiter, A. Use of near infrared spectroscopy to measure the chemical and mechanical properties of solid wood. Wood Sci. Technol. 2004, 38, 257-276.

    10. Downes, G.M.; Meder, R.; Hicks, C.; Ebdon, N. Developing and evaluating a multisite and multispecies nir calibration for the prediction of kraft pulp yield in eucalypts. South. For. J. For. Sci. 2009, 71, 155-164.

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