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Assessment of weathered thermally modified timber using board initial properties: Machine learling-based prediction of internal checks
Linnaeus University, Faculty of Technology, Department of Forestry and Wood Technology. (Group of Forest Products)ORCID iD: 0000-0001-6756-3682
University of Britisch Columbia, Canada.
University of Britisch Columbia, Canada.
University of Britisch Columbia, Canada.
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(English)Manuscript (preprint) (Other academic)
National Category
Wood Science
Identifiers
URN: urn:nbn:se:lnu:diva-98134OAI: oai:DiVA.org:lnu-98134DiVA, id: diva2:1469922
Available from: 2020-09-23 Created: 2020-09-23 Last updated: 2025-03-17
In thesis
1. Thermally Modified Timber: Novel Aspects of Bending Behaviour Towards Grading and Structural Applications
Open this publication in new window or tab >>Thermally Modified Timber: Novel Aspects of Bending Behaviour Towards Grading and Structural Applications
2020 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Thermally modified timber (TMT) has gained market share in Europe as an environmentally friendly and durable building material. Unfortunately, TMT products are currently prohibited for use in structural applications as there is insufficient data to estimate the loss in strength due to thermal modification. This thesis work explored the fundamentals related to the static 4-point bending (4PB) behaviour of TMT needed to expand its use in the construction sector.

The effect of treatment on checks in and around knots, and their combined effect on the 4PB behaviour of TMT, was studied with digital image correlation on 9 Norway spruce boards. For 190 matched board pairs of Norway spruce, one board was modified according to the ThermoWood® Thermo-D process, and the other remained untreated for comparison. One-hundred (100) board pairs were used to assess the effect of treatment on the 4PB properties and behaviour, and on indicating properties (IPs): density, longitudinal resonance and ultrasonic wave speed. The remaining 90 board pairs were weathered for 30 months to evaluate differences in the degree of checking, the IPs and the 4PB properties and behaviour. Fibre angle was measured on all board surfaces using a WoodEye 5 high-resolution laser scanner to study the location of failure in TMT, and to potentially improve bending strength predictions.

Thermal modification decreased the bending strength by approximately 40%; however, the presence of knots still determined the type and location of failure. Thermal modification and weathering play a critical role in the formation of severe checks in timber, but their presence had no significant influence on the bending properties. TMT could be graded using acoustic-type grading machines already available at most sawmills, and these principles could be applied to predict the presence of internal checks. Scanning the fibre direction improved strength predictions of TMT and enabled the failure location to be predicted. Grading timber before thermal modification could reduce the rejection rate of TMT if manufacturers select raw material that is resistant to internal checking and is of a suitable grade.

Place, publisher, year, edition, pages
Växjö: Linnaeus University Press, 2020. p. 64
Series
Linnaeus University Dissertations ; 392
Keywords
checks, cracks, digital image correlation, four-point static bending, fracture characteristics, grade determining properties, non-destructive testing, Norway spruce, machine learning, outdoor above-ground exposure, timber grading, scanning electron microscopy, scanning of fibre direction, strain distribution, ThermoWood®, weathering
National Category
Wood Science Other Civil Engineering
Research subject
Technology (byts ev till Engineering), Forestry and Wood Technology; Technology (byts ev till Engineering), Civil engineering
Identifiers
urn:nbn:se:lnu:diva-98135 (URN)9789189081895 (ISBN)9789189081901 (ISBN)
Public defence
2020-10-16, N1017, N house, Växjö, 13:00 (English)
Opponent
Supervisors
Funder
Swedish Research Council Formas, 942-2015-722
Available from: 2020-09-23 Created: 2020-09-23 Last updated: 2025-02-27Bibliographically approved

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van Blokland, JoranAdamopoulos, Stergios

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CiteExportLink to record
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Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
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  • Other style
More styles
Language
  • de-DE
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  • en-US
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  • nn-NO
  • nn-NB
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More languages
Output format
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  • asciidoc
  • rtf