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Estimation of moisture distribution in sawn timber using computed tomography
Luleå University of Technology, Department of Engineering Sciences and Mathematics, Wood Science and Engineering.
Luleå University of Technology, Department of Engineering Sciences and Mathematics, Wood Science and Engineering.ORCID iD: 0000-0001-7270-1920
Department of Materials Science and Engineering, Division of Applied Mechanics, Uppsala University, Sweden.
Department of Ocean Operations and Civil Engineering, Faculty of Engineering, Norwegian University of Science and Technology, 6025 Ålesund, Norway.
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2023 (English)In: World Conference on Timber Engineering 2023 (WCTE 2023) / [ed] Anders Q. Nyrud, Kjell Arne Malo, Kristine Nore, Curran Associates, Inc. , 2023, p. 759-765Conference paper, Published paper (Refereed)
Abstract [en]

Most of the physical, mechanical, and esthetic properties of wood products are affected by the drying of sawn timber. A better understanding of moisture transport in wood during kiln drying is necessary to obtain better quality products, shorter drying schedules, lower energy consumption, and a more sustainable process. Four-dimensional X-ray computed tomography (4DCT) (three-dimensional in space and one in time) with image processing techniques can be used to study the moisture content (MC) of sawn timber during kiln drying. The development of the technique is however made difficult by computational complexity and a lack of accurate experimental validation. In this study, a method relying on 4DCT has been developed using state-of-the-art image processing techniques. The method was validated by a regression analysis of the predicted MC against gravimetric measurements for different timber cross sections and different initial MC distributions on a significantly smaller scale than has previously been investigated. It is concluded that the MC can be estimated with an average uncertainty of ±4.8 percentage points on a 10 mm scale. Sawmills could ultimately benefit from a better understanding of wood-water interactions and dry sawn timber more efficiently.

Place, publisher, year, edition, pages
Curran Associates, Inc. , 2023. p. 759-765
Keywords [en]
four-dimensional, drying, moisture content, elastic-image registration, Norway spruce
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-98373DOI: 10.52202/069179-0104Scopus ID: 2-s2.0-85171618067ISBN: 9781713873273 (electronic)ISBN: 9781713873297 (print)OAI: oai:DiVA.org:ltu-98373DiVA, id: diva2:1767455
Conference
World Conference on Timber Engineering, WCTE, June 19-22, 2023, Oslo, Norway
Available from: 2023-06-14 Created: 2023-06-14 Last updated: 2025-10-21Bibliographically approved
In thesis
1. Four-dimensional computed tomography and image processing to investigate moisture in wood
Open this publication in new window or tab >>Four-dimensional computed tomography and image processing to investigate moisture in wood
2023 (English)Licentiate thesis, comprehensive summary (Other academic)
Abstract [en]

Kiln drying is the most energy-consuming operation in the industrial production of sawn timber and optimising the process is necessary to improve its efficiency. A key to achieving this is to speed up the drying, but this must not come at the cost of deteriorating the quality of the sawn timber. X-ray computed tomography (CT) can help in increasing the efficiency of the process, as it is a research tool that can be applied to study moisture transport in wood during drying. The moisture content (MC) can indeed be estimated at a sufficiently small spatial scale but many stages of image processing operations are required. This complexity has until now restricted the computation of MC distributions to only one cross-sectional plane of the sawn timber volume, consequently limiting the potential of the method.

A milestone of this PhD study work, now at its halfway point and hereby presented as a licentiate thesis, has been to develop a method based on four-dimensional CT (4DCT) for estimating the MC in each volume-element (voxel) from a repetitively CT-scanned volume of sawn timber during a drying process. The development of this method is supposed to result in a strong tool for experimental studies into the further optimisation of the industrial drying process.

An image-processing algorithm capable of efficiently estimating MC distributions from 4DCT data was successfully implemented and validated against experimental data. Further processing allows the determination of the moisture gradient (MG) as a time-dependent vector field. Initial studies carried in this doctoral project suggest that it is a relevant parameter for investigating the optimisation of the industrial drying process.

The image-processing algorithm, coded in Python software, requires limited preprocessing or parameter tuning, resulting in significantly reduced computational time compared to previous algorithms. The method has been validated, and errors were quantified by performing linear regressions between the CT-estimated MC spatially averaged at a volume of 1 cm3 and gravimetric measurements performed at the same scale. The sources of error were identified as the image processing and the density measurement uncertainty of the CT scanner. The root mean square error of the CT method for a 1 cm3 volume is 3.8 percentage points in average.

The method was used to investigate the impact of different drying schedules on the degree of checking of sawn timber. As the MG is one of the driving forces of moisture transport, thus controlling the drying rate, and it triggers cracking, it was the parameter chosen to be studied. The MG was calculated and its evolution was correlated with different drying schedules and regimes. The evolution of MG and checking in the experimental studies suggested that the models for creating kiln schedules in the industry are too conservative, i.e. the drying process can be accelerated without significantly lowering the sawn-timber quality due to cracking.

The outcome of this research will lead to a better understanding of moisture transport and drying stresses in sawn timber which will improve drying simulations, providing a strong tool for the optimisation of the industrial drying processes, and ultimately benefitting the sawmilling industry.

Place, publisher, year, edition, pages
Luleå: Luleå University of Technology, 2023
Series
Licentiate thesis / Luleå University of Technology, ISSN 1402-1757
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-98505 (URN)978-91-8048-347-6 (ISBN)978-91-8048-348-3 (ISBN)
Presentation
2023-09-22, Hörsal A193, Luleå tekniska universitet, Skellefteå, 09:00 (English)
Opponent
Supervisors
Available from: 2023-06-16 Created: 2023-06-16 Last updated: 2025-10-21Bibliographically approved

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Poupet, BorisCouceiro, JoséSandberg, Dick

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