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Erschienen in: Wood Science and Technology 6/2012

01.11.2012 | Original

Classification of thermally modified wood by FT-NIR spectroscopy and SIMCA

verfasst von: Helmut Bächle, Bernhard Zimmer, Gerd Wegener

Erschienen in: Wood Science and Technology | Ausgabe 6/2012

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Abstract

Quality assessment of thermally modified wood has evolved as one of the major fields in the research on thermal modification of wood. This study investigates NIR spectroscopy in combination with the pattern recognition method of soft independent modeling of class analogies (SIMCA). Focus is put on identifying different treatment intensities of thermally modified samples of beech, ash, and Norway spruce. The results indicate that SIMCA classification based on NIR spectroscopy could be used for quality control of thermally modified wood. The method might be applicable for producers (pre-delivery checks) and customers (reception control). However, transfer from laboratory to industrial conditions needs further investigation.

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Literatur
Zurück zum Zitat Adepipe OE, Dawson-Andoh B, Slahor J, Osborn L (2008) Classification of red oak (Quercus rubra) and white oak (Quercus alba) wood using a near infrared spectrometer and soft independent modelling of class analogies. J Near Infrared Spectrosc 16:49–57CrossRef Adepipe OE, Dawson-Andoh B, Slahor J, Osborn L (2008) Classification of red oak (Quercus rubra) and white oak (Quercus alba) wood using a near infrared spectrometer and soft independent modelling of class analogies. J Near Infrared Spectrosc 16:49–57CrossRef
Zurück zum Zitat Bächle H, Zimmer B, Windeisen E, Wegener G (2009) Nondestructive evaluation of thermally modified ash by near infrared spectroscopy. In: Proceedings of the 4th European conference on wood modification 27–29 April, 2009 Stockholm, Sweden, pp 173–176 Bächle H, Zimmer B, Windeisen E, Wegener G (2009) Nondestructive evaluation of thermally modified ash by near infrared spectroscopy. In: Proceedings of the 4th European conference on wood modification 27–29 April, 2009 Stockholm, Sweden, pp 173–176
Zurück zum Zitat Bächle H, Zimmer B, Windeisen E, Wegener G (2010) Evaluation of thermally modified beech and spruce wood and their properties by FT-NIR spectroscopy. Wood Sci Technol 44:421–433CrossRef Bächle H, Zimmer B, Windeisen E, Wegener G (2010) Evaluation of thermally modified beech and spruce wood and their properties by FT-NIR spectroscopy. Wood Sci Technol 44:421–433CrossRef
Zurück zum Zitat Brunner M, Eugster R, Trenka E, Bergamin-Strotz L (1996) FT-NIR spectroscopy and wood identification. Holzforschung 50:130–134CrossRef Brunner M, Eugster R, Trenka E, Bergamin-Strotz L (1996) FT-NIR spectroscopy and wood identification. Holzforschung 50:130–134CrossRef
Zurück zum Zitat Castillo R, Contreras D, Freer J, Ruiz J, Valenzuela S (2008) Supervised pattern recognition techniques for classification of eucalyptus species from leaves NIR spectra. J Chil Soc 53:1709–1713 Castillo R, Contreras D, Freer J, Ruiz J, Valenzuela S (2008) Supervised pattern recognition techniques for classification of eucalyptus species from leaves NIR spectra. J Chil Soc 53:1709–1713
Zurück zum Zitat Esbensen KH (2002) Multivariate data analysis—in practice. An introduction to multivariate data analysis and experimental design, 5th edn. CAMO Process AS, Oslo Esbensen KH (2002) Multivariate data analysis—in practice. An introduction to multivariate data analysis and experimental design, 5th edn. CAMO Process AS, Oslo
Zurück zum Zitat Esteves B, Pereira H (2008) Quality assessment of heat-treated wood by NIR spectroscopy. Holz Roh Werkst 66:323–332CrossRef Esteves B, Pereira H (2008) Quality assessment of heat-treated wood by NIR spectroscopy. Holz Roh Werkst 66:323–332CrossRef
Zurück zum Zitat Gierlinger N, Schwanninger M, Wimmer R (2004) Characteristics and classification of fourier-transform near infrared spectra of the heartwood of different larch species (Larix sp.). J Near Infrared Spectrosc 12:113–119CrossRef Gierlinger N, Schwanninger M, Wimmer R (2004) Characteristics and classification of fourier-transform near infrared spectra of the heartwood of different larch species (Larix sp.). J Near Infrared Spectrosc 12:113–119CrossRef
Zurück zum Zitat Hill C (2006) Wood modification: chemical, thermal and other processes. Wiley series in renewable resources, Wiley, ChichesterCrossRef Hill C (2006) Wood modification: chemical, thermal and other processes. Wiley series in renewable resources, Wiley, ChichesterCrossRef
Zurück zum Zitat Hinterstoisser B, Schwanninger M, Stefke B, Stingl R, Patzelt M (2003) Surface analysis of chemically and thermally modified wood by FT-NIR. In: Acker J, Hill ASC (eds) The first European conference on wood modification: ECWM 2003, Ghent, Belgium, 3–4 April 2003, University Laboratory of Wood Technology, pp 65–70 Hinterstoisser B, Schwanninger M, Stefke B, Stingl R, Patzelt M (2003) Surface analysis of chemically and thermally modified wood by FT-NIR. In: Acker J, Hill ASC (eds) The first European conference on wood modification: ECWM 2003, Ghent, Belgium, 3–4 April 2003, University Laboratory of Wood Technology, pp 65–70
Zurück zum Zitat Savitzky A, Golay EJ (1964) Smoothing and differentiation of data by simplified least squares procedures. Anal Chem 36:1627–1639CrossRef Savitzky A, Golay EJ (1964) Smoothing and differentiation of data by simplified least squares procedures. Anal Chem 36:1627–1639CrossRef
Zurück zum Zitat Schnabel T, Zimmer B, Petutschnigg AJ (2007) An approach to classify thermally modified hardwoods by colour. Forest Prod J 57(9):105–110 Schnabel T, Zimmer B, Petutschnigg AJ (2007) An approach to classify thermally modified hardwoods by colour. Forest Prod J 57(9):105–110
Zurück zum Zitat Schwanninger M, Hinterstoisser B (2002) Infrarotspektroskopische Untersuchungen an modifiziertem Holz. In: Institut für Holzforschung (ihf) und der Verband Holzwirte Österreichs—VHÖ (Hg.), Lignovisionen: Modifiziertes Holz: Eigenschaften und Märkte, Band 3, Seiten 149–169 Schwanninger M, Hinterstoisser B (2002) Infrarotspektroskopische Untersuchungen an modifiziertem Holz. In: Institut für Holzforschung (ihf) und der Verband Holzwirte Österreichs—VHÖ (Hg.), Lignovisionen: Modifiziertes Holz: Eigenschaften und Märkte, Band 3, Seiten 149–169
Zurück zum Zitat Schwanninger M, Hinterstoisser B, Gierlinger N, Wimmer R, Hanger J (2004) Application of Fourier transform near infrared spectroscopy (FT-NIR) to thermally modified wood. Holz Roh Werkst 62:483–485 Schwanninger M, Hinterstoisser B, Gierlinger N, Wimmer R, Hanger J (2004) Application of Fourier transform near infrared spectroscopy (FT-NIR) to thermally modified wood. Holz Roh Werkst 62:483–485
Zurück zum Zitat So CL, Via B, Groom L, Schimleck L, Shupe T, Kelley S, Rials T (2004) Near infrared spectroscopy in the forest products industry. Forest Prod J 54(3):6–16 So CL, Via B, Groom L, Schimleck L, Shupe T, Kelley S, Rials T (2004) Near infrared spectroscopy in the forest products industry. Forest Prod J 54(3):6–16
Zurück zum Zitat Tsuchikawa S (2007) A review of recent near infrared research for wood and paper. Appl Spectrosc Rev 42:43–71CrossRef Tsuchikawa S (2007) A review of recent near infrared research for wood and paper. Appl Spectrosc Rev 42:43–71CrossRef
Zurück zum Zitat Tsuchikawa S, Hayashi K, Tsutsumi S (1996) Nondestructive measurement of the subsurface structure of biological material having cellular structure by using near-infrared spectroscopy. Appl Spec 50:1117–1124CrossRef Tsuchikawa S, Hayashi K, Tsutsumi S (1996) Nondestructive measurement of the subsurface structure of biological material having cellular structure by using near-infrared spectroscopy. Appl Spec 50:1117–1124CrossRef
Zurück zum Zitat Tsuchikawa S, Inoue K, Noma J, Hayashi K (2003) Application of near-infrared spectroscopy to wood discrimination. J Wood Sci 49:29–35CrossRef Tsuchikawa S, Inoue K, Noma J, Hayashi K (2003) Application of near-infrared spectroscopy to wood discrimination. J Wood Sci 49:29–35CrossRef
Zurück zum Zitat Vanden Branden K, Hubert M (2005) Robust classification in high dimensions based on the SIMCA method. Chemometr Intel Lab 79:10–21CrossRef Vanden Branden K, Hubert M (2005) Robust classification in high dimensions based on the SIMCA method. Chemometr Intel Lab 79:10–21CrossRef
Zurück zum Zitat Williams P, Norris HK (2001) Near-infrared technology in the agricultural and food sciences. American Association of Cereal Chemists, St. Paul Williams P, Norris HK (2001) Near-infrared technology in the agricultural and food sciences. American Association of Cereal Chemists, St. Paul
Zurück zum Zitat Windeisen E, Wegener G, Bächle H, Zimmer B (2009) Relations between the chemical changes and mechanical properties of thermally treated wood. Holzforschung 63:773–778CrossRef Windeisen E, Wegener G, Bächle H, Zimmer B (2009) Relations between the chemical changes and mechanical properties of thermally treated wood. Holzforschung 63:773–778CrossRef
Zurück zum Zitat Wold S (1976) Pattern recognition by means of disjoint principal components models. Pattern Recogn 8:127–139CrossRef Wold S (1976) Pattern recognition by means of disjoint principal components models. Pattern Recogn 8:127–139CrossRef
Zurück zum Zitat Wold S, Esbensen K, Geladi P (1987) Principal component analysis. Chemometr Intell Lab 2:37–52CrossRef Wold S, Esbensen K, Geladi P (1987) Principal component analysis. Chemometr Intell Lab 2:37–52CrossRef
Metadaten
Titel
Classification of thermally modified wood by FT-NIR spectroscopy and SIMCA
verfasst von
Helmut Bächle
Bernhard Zimmer
Gerd Wegener
Publikationsdatum
01.11.2012
Verlag
Springer-Verlag
Erschienen in
Wood Science and Technology / Ausgabe 6/2012
Print ISSN: 0043-7719
Elektronische ISSN: 1432-5225
DOI
https://doi.org/10.1007/s00226-012-0481-z

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