Skip to main content
Erschienen in: European Journal of Wood and Wood Products 5/2015

01.09.2015 | Original

Estimating birch veneer (Betula pendula Roth) moisture content using infrared technology

verfasst von: Toni Antikainen, Anti Rohumaa, Mindaugas Bulota, Timo Kotilahti, Mark Hughes

Erschienen in: European Journal of Wood and Wood Products | Ausgabe 5/2015

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The potential of infrared (IR) technology in estimating the moisture content (MC) of birch (Betula pendula Roth) veneer was investigated. A total of 56 birch veneer sheets (42 × 130 cm2) were dried with a convective type laboratory-scale veneer dryer at drying times ranging from 1 to 6 min at 1 min intervals. After drying, IR data were recorded and the veneer sheets were sawn into 100 × 100 mm2 pieces. IR data were averaged over the same area and then the true MC and density values were assessed gravimetrically. The dependency between temperature and MC was found to be non-linear and between temperature and density there was no dependency. The relationship between temperature and MC was modeled with a neural network and a Gaussian model. Both model types gave similar results. At a true MC below 10 %, the root mean square error of prediction (RMSE) was 1.5 % for the 100 × 100 mm2 pieces and 1.2 %, for the larger veneer sheets, whereas at higher MC (above 10 %), the RMSE increased to 2.6 % for the 100 × 100 mm2 pieces and 1.9 % for the sheets. It was observed that the IR measurement should be taken within 5 s, since after that the RMSE increased rapidly. Based on the results of this study, it was concluded that veneer MC can be estimated with reasonably good accuracy using IR technology.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Adedipe OE, Dawson-Andoh B (2008) Predicting moisture content of yellow-poplar (Liriodendrum tulipifera L.) veneer using near infrared spectroscopy. Forest. Prod J 58(4):28–33 Adedipe OE, Dawson-Andoh B (2008) Predicting moisture content of yellow-poplar (Liriodendrum tulipifera L.) veneer using near infrared spectroscopy. Forest. Prod J 58(4):28–33
Zurück zum Zitat Atkins JW (1983) Using thermography to correct wet streaks. Tappi J 66(8):96 Atkins JW (1983) Using thermography to correct wet streaks. Tappi J 66(8):96
Zurück zum Zitat Bishop CM (1995) Neural networks for pattern recognition. Department of Computer Science and Applied Mathematics Aston University Birmingham, UK. Clarendon Press, Oxford Bishop CM (1995) Neural networks for pattern recognition. Department of Computer Science and Applied Mathematics Aston University Birmingham, UK. Clarendon Press, Oxford
Zurück zum Zitat Bos M, Bos A, van der Linden WE (1993) Data processing by neural networks in quantitative chemical analysis. Analyst 118:323–328 Bos M, Bos A, van der Linden WE (1993) Data processing by neural networks in quantitative chemical analysis. Analyst 118:323–328
Zurück zum Zitat Bowyer LJ, Shmulsky R, Haygreen G (2003) Forest products and wood science. An introduction, 4th edn. A Blackwell publishing company, Iowa, p 554 Bowyer LJ, Shmulsky R, Haygreen G (2003) Forest products and wood science. An introduction, 4th edn. A Blackwell publishing company, Iowa, p 554
Zurück zum Zitat Christiansen AW (1990) How overdrying wood reduces its bonding to phenol-formaldehyde adhesives: a critical review of the literature. Part I physical responses. Wood Fiber Sci 22:441–459 Christiansen AW (1990) How overdrying wood reduces its bonding to phenol-formaldehyde adhesives: a critical review of the literature. Part I physical responses. Wood Fiber Sci 22:441–459
Zurück zum Zitat Chwif L, Barretto P, Paul RJ (2000) On simulation model complexity. In: Proceedings of the 2000 Winter Simulation Conference, vol 1, pp 449–455 Chwif L, Barretto P, Paul RJ (2000) On simulation model complexity. In: Proceedings of the 2000 Winter Simulation Conference, vol 1, pp 449–455
Zurück zum Zitat Defo M, Taylor MA, Bond B (2007) Determination of moisture content and density of fresh sawn red oak lumber by near infrared spectroscopy. Forest Prod J 57(5):68–72 Defo M, Taylor MA, Bond B (2007) Determination of moisture content and density of fresh sawn red oak lumber by near infrared spectroscopy. Forest Prod J 57(5):68–72
Zurück zum Zitat Fike GM, Abedi J, Benerjee S (2004) Imaging the drying of surfaces by infrared thermography. Ind Eng Chem Res 43(15):4178–4181CrossRef Fike GM, Abedi J, Benerjee S (2004) Imaging the drying of surfaces by infrared thermography. Ind Eng Chem Res 43(15):4178–4181CrossRef
Zurück zum Zitat Fischer M, Nyfors E, Vainikainen P (1996) On the permittivity of wood and the on-line measurement of veneer sheets. In: Kraszewski A (ed) Microwave aquametry. IEEE Press, New York, pp 347–354 Fischer M, Nyfors E, Vainikainen P (1996) On the permittivity of wood and the on-line measurement of veneer sheets. In: Kraszewski A (ed) Microwave aquametry. IEEE Press, New York, pp 347–354
Zurück zum Zitat Goodacre R, Neal MJ, Kell DB (1996) Quantitative analysis of multivariate data using artificial neural networks: a tutorial review and applications to the deconvolution of pyrolysis mass spectra. Zbl Bakt 284:516–539CrossRef Goodacre R, Neal MJ, Kell DB (1996) Quantitative analysis of multivariate data using artificial neural networks: a tutorial review and applications to the deconvolution of pyrolysis mass spectra. Zbl Bakt 284:516–539CrossRef
Zurück zum Zitat Hagan MT, Menhaj MB (1994) Training feed-forward networks with the Marquardt algorithm. IEEE Trans Neural Networks 5(6):989–993PubMedCrossRef Hagan MT, Menhaj MB (1994) Training feed-forward networks with the Marquardt algorithm. IEEE Trans Neural Networks 5(6):989–993PubMedCrossRef
Zurück zum Zitat Haykin S (1999) Neural networks, a comprehensive foundation, 2nd edn. Prentice-Hall Inc., USA Haykin S (1999) Neural networks, a comprehensive foundation, 2nd edn. Prentice-Hall Inc., USA
Zurück zum Zitat Hellier C (2001) Handbook of nondestructive evaluation. McGraw-Hill, US, p 594 Hellier C (2001) Handbook of nondestructive evaluation. McGraw-Hill, US, p 594
Zurück zum Zitat Hojjatie B, Abedi J, Coffin DW (2001) Quantitative determination of in-plane moisture distribution in paper by infrared thermography. Tappi J 84(5):71 Hojjatie B, Abedi J, Coffin DW (2001) Quantitative determination of in-plane moisture distribution in paper by infrared thermography. Tappi J 84(5):71
Zurück zum Zitat Honma C (1982) Infrared thermography. An aid to solving paper machine moisture profile problems. JPN Tappi 36(1):109–111CrossRef Honma C (1982) Infrared thermography. An aid to solving paper machine moisture profile problems. JPN Tappi 36(1):109–111CrossRef
Zurück zum Zitat James WL (1963) Electric moisture meters for wood. Forest Products Laboratory, USA James WL (1963) Electric moisture meters for wood. Forest Products Laboratory, USA
Zurück zum Zitat James WL (1988) Electric moisture meters for wood. In: General Technical report. Madison, WI US Department of Agriculture, Forest Service, Forest Products Laboratory, p 17 James WL (1988) Electric moisture meters for wood. In: General Technical report. Madison, WI US Department of Agriculture, Forest Service, Forest Products Laboratory, p 17
Zurück zum Zitat Jones PD, Schimleck LR, Daniels RF, Clark A, Purnell RC (2008) Comparison of Pinus taeda L. whole-tree wood property calibrations using diffuse reflectance near infrared spectra obtained using a variety of sampling options. Wood Sci Technol 42(5):358–400CrossRef Jones PD, Schimleck LR, Daniels RF, Clark A, Purnell RC (2008) Comparison of Pinus taeda L. whole-tree wood property calibrations using diffuse reflectance near infrared spectra obtained using a variety of sampling options. Wood Sci Technol 42(5):358–400CrossRef
Zurück zum Zitat Kiiskinen HT, Kukkonen HK, Pakarinen PI, Laine AJ (1997) Infrared thermography examination of paper structure. Tappi J 80(4):159–162 Kiiskinen HT, Kukkonen HK, Pakarinen PI, Laine AJ (1997) Infrared thermography examination of paper structure. Tappi J 80(4):159–162
Zurück zum Zitat López G, Basterra LA, Acuña L (2013) Estimation of wood density using infrared thermography. Constr Build Mater 42:29–32CrossRef López G, Basterra LA, Acuña L (2013) Estimation of wood density using infrared thermography. Constr Build Mater 42:29–32CrossRef
Zurück zum Zitat Marra AA (1992) Technology of wood bonding. Springer, Principles in Practice Marra AA (1992) Technology of wood bonding. Springer, Principles in Practice
Zurück zum Zitat Nyfors E (2000) Industrial microwave sensors–a review. Subsurf Sens Technol Appl 1(1):2000CrossRef Nyfors E (2000) Industrial microwave sensors–a review. Subsurf Sens Technol Appl 1(1):2000CrossRef
Zurück zum Zitat So CL, Via KB, Groom HL, Schimleck RL, Shupe FT, Kelley SS, Rials GT (2004) Near Infrared spectroscopy in the forest products industry. Forest Product J. 54(3):6–17 So CL, Via KB, Groom HL, Schimleck RL, Shupe FT, Kelley SS, Rials GT (2004) Near Infrared spectroscopy in the forest products industry. Forest Product J. 54(3):6–17
Zurück zum Zitat Stuart HB (2004) Infrared spectroscopy: fundamentals and applications. Wiley. Sydney, p 244 (ISBN 0-470-85427-8) Stuart HB (2004) Infrared spectroscopy: fundamentals and applications. Wiley. Sydney, p 244 (ISBN 0-470-85427-8)
Zurück zum Zitat Swierenga H, Wülfert F, Noord OE, Weijer AP, Smilde AK, Buydens LMC (2000) Development of robust calibration models in near infra-red spectrometric applications. Anal Chim Acta 411:121–135CrossRef Swierenga H, Wülfert F, Noord OE, Weijer AP, Smilde AK, Buydens LMC (2000) Development of robust calibration models in near infra-red spectrometric applications. Anal Chim Acta 411:121–135CrossRef
Zurück zum Zitat Thygesen LG, Lundqvist SO (2000) NIR measurement of moisture content in wood under unstable temperature conditions. Part 1: thermal effects in near infrared spectra of wood. J Near Infrared Spectrosc 8(3):183–189CrossRef Thygesen LG, Lundqvist SO (2000) NIR measurement of moisture content in wood under unstable temperature conditions. Part 1: thermal effects in near infrared spectra of wood. J Near Infrared Spectrosc 8(3):183–189CrossRef
Zurück zum Zitat Tsuchikawa S (2007) A review of recent near infrared research for wood and paper. Appl Spectrosc Rev 42(43–71):2007 Tsuchikawa S (2007) A review of recent near infrared research for wood and paper. Appl Spectrosc Rev 42(43–71):2007
Zurück zum Zitat Vainikainen P, Nyfors E, Fischer M (1987) Radiowave sensor for measuring the properties of dielectric sheets: application to veneer moisture content and mass per unit area measurement. In: IEEE Transactions on instrumentation and measurement. vol 36(4) Vainikainen P, Nyfors E, Fischer M (1987) Radiowave sensor for measuring the properties of dielectric sheets: application to veneer moisture content and mass per unit area measurement. In: IEEE Transactions on instrumentation and measurement. vol 36(4)
Zurück zum Zitat Vickery DE, Luce JE, Atkins JW (1978) Infrared thermography–an aid to solving paper machine moisture profile problems. Tappi J 61(12):17–20 Vickery DE, Luce JE, Atkins JW (1978) Infrared thermography–an aid to solving paper machine moisture profile problems. Tappi J 61(12):17–20
Zurück zum Zitat Yan X, Su X (2009) Linear regression analysis: theory and computing. World Scientific Publishing Co Yan X, Su X (2009) Linear regression analysis: theory and computing. World Scientific Publishing Co
Zurück zum Zitat Zavarin E, Jones SG, Cool LG (1990) Analysis of solid wood surfaces by diffuse reflectance infrared fourier-transform (DRIFT) spectroscopy. J Wood Chem Technol 10(4):495–513CrossRef Zavarin E, Jones SG, Cool LG (1990) Analysis of solid wood surfaces by diffuse reflectance infrared fourier-transform (DRIFT) spectroscopy. J Wood Chem Technol 10(4):495–513CrossRef
Metadaten
Titel
Estimating birch veneer (Betula pendula Roth) moisture content using infrared technology
verfasst von
Toni Antikainen
Anti Rohumaa
Mindaugas Bulota
Timo Kotilahti
Mark Hughes
Publikationsdatum
01.09.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
European Journal of Wood and Wood Products / Ausgabe 5/2015
Print ISSN: 0018-3768
Elektronische ISSN: 1436-736X
DOI
https://doi.org/10.1007/s00107-015-0944-7

Weitere Artikel der Ausgabe 5/2015

European Journal of Wood and Wood Products 5/2015 Zur Ausgabe