Startseite Calibration of SilviScan data of Cryptomeria japonica wood concerning density and microfibril angles with NIR hyperspectral imaging with high spatial resolution
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Calibration of SilviScan data of Cryptomeria japonica wood concerning density and microfibril angles with NIR hyperspectral imaging with high spatial resolution

  • Te Ma , Tetsuya Inagaki und Satoru Tsuchikawa EMAIL logo
Veröffentlicht/Copyright: 13. Januar 2017
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Abstract

Wood density and microfibril angle (MFA) are strongly correlated with wood stiffness, swelling/shrinkage, and its anisotropy. Understanding the spatial distribution of these data is critical for solid timber applications. In this study, near-infrared (NIR) hyperspectral imaging has been calibrated for evaluation of wood density and MFA in an effective manner. Briefly, five wood samples collected from both normal wood (NW) and compression wood (CW) moieties of two different Cryptomeria japonica trees were analyzed. Partial least squares (PLS) regression analysis was performed to determine the relationship between X-ray densitometry data obtained by SilviScan and NIR spectra, and cross-validation (leave-one-out) approach served for prediction performances. The validation coefficient of determination (r2) between the predicted densities by the NIR technique and the X-ray data was 0.83 with a root mean squared error of cross-validation (RMSECV) of 105.2 kg m−3. Regarding MFA, the r2 was 0.77 and RMSECV 5.36°. Wood density was successfully maped as well as the MFA at a high spatial resolution. As a result, the detection of annual growth ring features and evaluation of aspects of heterogeneous wood quality has been facilitated. The mapping results were visually checked by looking at the difference between earlywood (EW) and latewood (LW) for density and by means of the Mäule color reaction indicating high lignin contents in CW in terms of MFA validation as CWs have high MFA values.

Acknowledgments

The authors would like to thank Nelson Uy and Tessie Tong at FPInnovations, Vancouver, BC.108 Canada for SilviScan reference data measurement in this research.

References

Arriaga, F., Monton, J., Segues, E., Íñiguez-Gonzalez, G. (2014) Determination of the mechanical properties of radiata pine timber by means of longitudinal and transverse vibration methods. Holzforschung 68:299–305.10.1515/hf-2013-0087Suche in Google Scholar

Barboza, F.D., Poppi, R.J. (2003) Determination of alcohol content in beverages using short-wave near-infrared spectroscopy and temperature correction by transfer calibration procedures. Anal. Bioanal. Chem. 377:695–701.10.1007/s00216-003-2128-2Suche in Google Scholar

Bonarski, J.T., Kifetew, G., Olek, W. (2015) Effects of cell wall ultrastructure on the transverse shrinkage anisotropy of Scots pine wood. Holzforschung. 69:501–507.10.1515/hf-2014-0075Suche in Google Scholar

Casado, M., Acuña, L., Basterra, L.-A., Ramón-Cueto, G., Vecilla, D. (2012) Grading of structural timber of Populus×euramericana clone I-214. 66:633–638.10.1515/hf-2011-0153Suche in Google Scholar

Cave, I.D., Walker, J.C.F. (1994) Stiffness of wood in fast-grown plantation softwoods: the influence of microfibril angle. Forest Prod. J. 44:43–48.Suche in Google Scholar

Costa, V.E., de Rezende, M.A., Rodrigues, V.A. (2014) Conversion between basic density and apparent density at any moisture content in Eucalyptus grandis. Holzforschung. 68:981–986.10.1515/hf-2013-0211Suche in Google Scholar

Dickson, R.L., Raymond, C.A., Joe, W., Wilkinson C.A. (2003) Segregation of Eucalyptus dunnii Logs Using Acoustics. For. Eco. Manage. 179:243–251.10.1016/S0378-1127(02)00519-4Suche in Google Scholar

Donaldson, L.A. (1993) Within-and between-tree variation in microfibril angle in pinus radiata. N. Z. J. For. Sci. 22:77–86.Suche in Google Scholar

Donaldson, L. (2008) Microfibril angle: measurement, variation and relationships – a review. IAWA J. 29:345–386.10.1163/22941932-90000192Suche in Google Scholar

Evans, R., Ilic, J. (2001) Rapid prediction of wood stiffness from microfibril angle and density. Forest Prod. J. 51:53–57.Suche in Google Scholar

Fernandes, A., Lousada, J., Morais, J., Xavier, J., Pereira, J., Melo-Pinto, P. (2013) Measurement of intra-ring wood density by means of imaging VIS/NIR spectroscopy (hyperspectral imaging). Holzforschung 67:59–65.10.1515/hf-2011-0258Suche in Google Scholar

Haddadi, A., Leblon, B., Burger, J., Pirouz, Z., Groves, K., Nader, J. (2015). Using near-infrared hyperspectral images on subalpine fir board. Part 2: density and basic specific gravity estimation. Wood Mater. Sci. Eng. 10:41–56.10.1080/17480272.2015.1011231Suche in Google Scholar

Hein, P.R.G. (2012) Estimating shrinkage, microfibril angle and density of eucalyptus wood by near infrared spectroscopy. J. Near Infrared Spectrosc. 20:427–436.10.1255/jnirs.1005Suche in Google Scholar

Iliadis, L., Mansfield, S.D., Avramidis, S., El-Kassaby, Y.A. (2013) Predicting Douglas-fir wood density by artificial neural networks (ANN) based on progeny testing information. Holzforschung 67:771–777.10.1515/hf-2012-0132Suche in Google Scholar

Inagaki, T., Hartley, I.D., Tsuchikawa, S., Reid, M. (2014) Prediction of oven-dry density of wood by time-domain terahertz spectroscopy. Holzforschung 68:61–68.10.1515/hf-2013-0013Suche in Google Scholar

Inagaki, T., Mitsui, K., Tsuchikawa, S. (2015) Visualisation of degree of acetylation in beechwood by near infrared hyperspectral imaging. J. Near Infrared Spectrosc. 23:353–360.10.1255/jnirs.1181Suche in Google Scholar

Kanbayashi, T., Miyafuji, H. (2016) Effect of ionic liquid treatment on the ultrastructural and topochemical features of compression wood in Japanese cedar (Cryptomeria japonica). Sci. Rep. 6:30147.10.1038/srep30147Suche in Google Scholar PubMed PubMed Central

Kobori, H., Gorretta, N., Rabatel, G., Bellon-Maurel, V., Chaix, G., Roger, J.M., Tsuchikawa, S. (2013) Applicability of vis-NIR hyperspectral imaging for monitoring wood moisture content (MC). Holzforschung. 67:307–314.10.1515/hf-2012-0054Suche in Google Scholar

Leblon, B., Adedipe, O., Hans, G., Haddadi, A., Tsuchikawa, S., Burger, J., Stirling, R., Pirouz, Z., Groves, K., Nader, J., LaRocque, A. (2013) A review of near-infrared spectroscopy for monitoring moisture content and density of solid wood. Forestry Chron. 89:595–606.10.5558/tfc2013-111Suche in Google Scholar

Mansfield, S.D., Parish, R., Ott, P., Hart, J.F., Goudie, J.W. (2016) Assessing the wood quality of interior spruce (Picea glauca×P. engelmannii): variation in strength, relative density, microfibril angle, and fiber length. Holzforschung. 70:223–234.10.1515/hf-2015-0008Suche in Google Scholar

Nyström, J., Kline, D.E. (2000) Automatic classification of compression wood in green southern yellow pine. Wood Fiber Sci. 32:301–310.Suche in Google Scholar

Olek, W., Bonarski, J.T. (2014) Effects of thermal modification on wood ultrastructure analyzed with crystallographic texture. Holzforschung. 68:721–726.10.1515/hf-2013-0165Suche in Google Scholar

Rouco, M.C.A., Muñoz, G.R. (2015) Influence of blue stain on density and dimensional stability of Pinus radiata timber from northern Galicia (Spain). Holzforschung. 69:97–102.10.1515/hf-2014-0014Suche in Google Scholar

Schajer, G.S., Orhan, F.B. (2006) Measurement of wood grain angle moisture content and density using microwaves. Holz Roh Werkst. 64:483–490.10.1007/s00107-006-0109-9Suche in Google Scholar

Schwanninger, M., Jose, C.R., Fackler, K. (2011) A review of band assignments in near infrared spectra of wood and wood components. J. Near Infrared Spectr. 19:287–308.10.1255/jnirs.955Suche in Google Scholar

Sharma, M., Altaner, C.M. (2014) Properties of young Araucaria heterophylla (Norfolk Island pine) reaction and normal wood. Holzforschung. 68:817–821.10.1515/hf-2013-0219Suche in Google Scholar

Smardzewski, J., Kamisiński, T., Dziurka, D., Mirski, R., Majewski, A., Flach, A., Pilch, A. (2015) Sound absorption of wood-based materials. Holzforschung. 69:431–439.10.1515/hf-2014-0114Suche in Google Scholar

Tanaka, M., Yamamoto, H., Kojima, M., Yoshida, M., Matsuo, M., Lahjie, A.M., Hongo, I., Arizono, T. (2014) The interrelation between microfibril angle (MFA) and hygrothermal recovery (HTR) in compression wood and normal wood of Sugi and Agathis. Holzforschung. 68:823–830.10.1515/hf-2013-0153Suche in Google Scholar

Tsuchikawa, S. (2007) A review of recent near infrared research for wood and paper. Appl. Spectrosc. Rev. 42:43–71.10.1080/05704920601036707Suche in Google Scholar

Tsuchikawa, S., Kobori, H. (2015) A review of recent application of near Infrared spectroscopy to wood science and technology. J. Wood Sci. 61:213–220.10.1007/s10086-015-1467-xSuche in Google Scholar

Tsuchikawa, S., Schwanninger, M. (2013) A review of recent near-infrared research for wood and paper (part 2). Appl. Spectrosc. Rev. 48:560–587.10.1080/05704928.2011.621079Suche in Google Scholar

Williams, P., Norris, K.H. Near-infrared technology in the agricultural and food industries (2nd edition). American Association of Cereal Chemists, St. Paul, 2001.Suche in Google Scholar

Yamamoto, H., Sassus, F., Ninomiya M., Gril, J. (2001) A model of anisotropic swelling and shrinking process of wood. Wood Sci. Technol. 35:167–181.10.1007/s002260000074Suche in Google Scholar

Yoshinaga, A., Fujita, M., Saiki, H. (1989) Evaluation of the varieties of lignins in wood and bamboo cell walls by mäule color reaction coupled with microscopic spectrophotometry. Bull Kyoto Univ. For. 61:276–284.Suche in Google Scholar

Yao, S., Pu, J. (2009) Application of near infrared spectroscopy in analysis of wood properties. Spectrosc. Spectr. Anal. 29: 974–978.Suche in Google Scholar

Zobel, B.J., Buijtenen, J.P. van. Wood Variation: Its Causes and Control. Springer-Verlag, Berlin Heidelberg, 1989.10.1007/978-3-642-74069-5Suche in Google Scholar

Received: 2016-9-15
Accepted: 2016-12-7
Published Online: 2017-1-13
Published in Print: 2017-4-1

©2017 Walter de Gruyter GmbH, Berlin/Boston

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