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Hajiyan, E., Huber, J. A., Vikberg, T. & Hansson, L. (2026). Comparative analysis of moisture transport in conventional to high-temperature convective wood drying using X-ray computed tomography. International Communications in Heat and Mass Transfer, 172(6), Article ID 110745.
Open this publication in new window or tab >>Comparative analysis of moisture transport in conventional to high-temperature convective wood drying using X-ray computed tomography
2026 (English)In: International Communications in Heat and Mass Transfer, ISSN 0735-1933, E-ISSN 1879-0178, Vol. 172, no 6, article id 110745Article in journal (Refereed) Published
Abstract [en]

Drying wood, a hygroscopic, porous, and anisotropic material, involves complex coupled heat and mass transfer processes that make it the most time-consuming and energy-intensive operation in the wood industry. Increasing the drying temperature above 100 °C under atmospheric conditions, referred to as high-temperature drying (HTD), can accelerate the drying process but risks defects if not controlled. This study quantifies moisture transport under three drying schedules in a lab-scale convective kiln using in-situ X-ray computed tomography (CT) and evaluates whether HTD can shorten the process without visible cracking. Three drying schedules were tested: conventional, moderate-, and high-temperature. Moisture contours derived from CT image processing were validated against gravimetric measurements with less than 3.1% error. HTD reduced the drying time from 19 h to 13.5 h relative to conventional drying. CT-derived moisture contours revealed rapid free-water evaporation followed by bound water removal in HTD, driven by convective and conductive heat transfer, respectively. Higher temperatures shortened the capillary phase and advanced diffusion onset. HTD showed the steepest and highest drying rates, indicating enhanced moisture diffusivity, even at low moisture contents. The maximum surface-to-core temperature difference was 3 °C in moderate-temperature drying and 11 °C in HTD. Moisture gradients rose with higher temperature and lower moisture content, tripling between conventional and HTD schedules. Post-drying CT confirmed a visually defect-free specimen, demonstrating that the applied HTD schedule can significantly shorten drying time without causing surface cracking.

Place, publisher, year, edition, pages
Elsevier, 2026
Keywords
Non-conventional drying, Moisture diffusion, Image processing, Non-destructive testing, Gradient analysis, Norway spruce
National Category
Bio Materials
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-116364 (URN)10.1016/j.icheatmasstransfer.2026.110745 (DOI)001686445200001 ()2-s2.0-105029304512 (Scopus ID)
Note

Full text license: CC BY

Available from: 2026-02-09 Created: 2026-02-09 Last updated: 2026-03-05
Garskaite, E., Asuigui, D. R., Stoll, S. L., Hansson, L. & Sandberg, D. (2026). In situ formation of a glassy MgO/Na2O–SiO2 solid in Scots pine (Pinus sylvestris L.) sapwood through a wet-chemistry approach. New Journal of Chemistry, 13(50), 5687-5699
Open this publication in new window or tab >>In situ formation of a glassy MgO/Na2O–SiO2 solid in Scots pine (Pinus sylvestris L.) sapwood through a wet-chemistry approach
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2026 (English)In: New Journal of Chemistry, ISSN 1144-0546, E-ISSN 1369-9261, Vol. 13, no 50, p. 5687-5699Article in journal (Refereed) Published
Abstract [en]

The demand for safe and durable modified-wood products is increasing in the construction sector. In this work, the in situ wet-chemistry synthesis of a glassy MgO/Na2O–SiO2 solid in Scots pine (Pinus sylvestris L.) sapwood via a two-stage impregnation process using an industrial timber-impregnation autoclave is reported. Magnesium sulphate heptahydrate (MgSO4·7H2O), a historic fire retardant, and silica-rich sodium silicate (Na2O·3.3SiO2) solutions were used as the precursors. The degree of wood matrix saturation was controlled by adjusting the Na2O·3.3SiO2 concentration (0.06 M, 0.3 M and 0.6 M). Wood saturation and density at various stages of the treatment were assessed by X-ray computed tomography (CT), which showed that the internal regions of the wood blocks remained saturated with the solution up to 24 hours post-impregnation. Phase analysis of the coprecipitated powders revealed the formation of amorphous silicates in the MgO/Na2O–SiO2 system. Thermal analysis showed that the wood treated using a low Na2O·3.3SiO2 concentration exhibited a behaviour similar to that of the untreated wood and indicated that the thermal stability of Scots pine sapwood can be improved through the incorporation of silicates. This work demonstrates the potential for fabricating hybrid bio-based building materials using water-insoluble solid additives, thereby advancing sustainable construction practices.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2026
National Category
Wood Science Bio Materials Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-117003 (URN)10.1039/d6nj00470a (DOI)001718453100001 ()2-s2.0-105033393407 (Scopus ID)
Funder
Swedish Research Council Formas, 2018-01198
Note

Funder: NSF (CHE-2304974);

Fulltext license: CC BY

Available from: 2026-04-09 Created: 2026-04-09 Last updated: 2026-04-09
Vikberg, T., Schleicher, F., Martynyuk, I., Hansson, L., Broman, O. & Sandberg, K. (2025). Evaluating Moisture Behaviour in Cross Laminated Timber Using Time-Resolved Computed Tomography Scanning After Weather Protection Failure. Pro Ligno, 21(4), 73-78
Open this publication in new window or tab >>Evaluating Moisture Behaviour in Cross Laminated Timber Using Time-Resolved Computed Tomography Scanning After Weather Protection Failure
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2025 (English)In: Pro Ligno, ISSN 1841-4737, E-ISSN 2069-7430, Vol. 21, no 4, p. 73-78Article in journal (Refereed) Published
Abstract [en]

Cross-laminated timber (CLT) is increasingly used in sustainable construction but is sensitive to moisture, which can compromise durability and promote microbial growth. Damage to temporary weather protection during construction can lead to unintended moisture exposure. In such cases, it is important to understand how the material may have been affected. While X-ray computed tomography (CT) is not suitable for field application, it offers a detailed means of studying internal moisture behaviour and contributes to a better understanding of moisture-related risks in CLT following barrier failure.This study uses CT to investigate how moisture distributes and changes within CLT after protective covering damage. Eight CLT specimens from Scots pine were subjected to controlled wetting and drying cycles. Time-resolved CT scanning, combined with image processing techniques, was used to capture internal moisture variation with high spatial resolution. The method enabled detailed observation of both absorption and drying, revealing transport patterns between layers and interfaces.The study demonstrates that CT effectively reveals both moisture spread and slow drying in CLT following barrier failure.

Place, publisher, year, edition, pages
Transilvania University Press Brasov, 2025
Keywords
CT, x-ray, CLT, wood, construction
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-115964 (URN)
Funder
Vinnova
Note

Full text license: "The full text of the articles can be accessed freely, without charging the user or his/her institution any fee. Users can read, download, copy, distribute, print or create links to the full text of the articles published in this journal, without requesting permission from the publisher or the author, provided the correct and complete citation of the original source."

Funder:  CBBT; Svenskt Trä; TMF

Available from: 2026-01-14 Created: 2026-01-14 Last updated: 2026-03-04
Larsson, M., Yamaguchi, H., Pajouheshgar, E., Shen, I.-C., Tojo, K., Chang, C.-M., . . . Igarashi, T. (2025). The Mokume Dataset and Inverse Modeling of Solid Wood Textures. ACM Transactions on Graphics, 44(4), Article ID 162.
Open this publication in new window or tab >>The Mokume Dataset and Inverse Modeling of Solid Wood Textures
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2025 (English)In: ACM Transactions on Graphics, ISSN 0730-0301, E-ISSN 1557-7368, Vol. 44, no 4, article id 162Article in journal (Refereed) Published
Abstract [en]

We present the Mokume dataset for solid wood texturing consisting of 190 cube-shaped samples of various hard and softwood species documented by high-resolution exterior photographs, annual ring annotations, and volumetric computed tomography (CT) scans. A subset of samples further includes photographs along slanted cuts through the cube for validation purposes.Using this dataset, we propose a three-stage inverse modeling pipeline to infer solid wood textures using only exterior photographs. Our method begins by evaluating a neural model to localize year rings on the cube face photographs. We then extend these exterior 2D observations into a globally consistent 3D representation by optimizing a procedural growth field using a novel iso-contour loss. Finally, we synthesize a detailed volumetric color texture from the growth field. For this last step, we propose two methods with different efficiency and quality characteristics: a fast inverse procedural texture method, and a neural cellular automaton (NCA). We demonstrate the synergy between the Mokume dataset and the proposed algorithms through comprehensive comparisons with unseen captured data. We also present experiments demonstrating the efficiency of our pipeline's components against ablations and baselines. Our code, the dataset, and reconstructions are available via https://mokumeproject.github.io/.

Place, publisher, year, edition, pages
Association for Computing Machinery (ACM), 2025
Keywords
procedural texturing, neural cellular automaton
National Category
Computer graphics and computer vision
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-114250 (URN)10.1145/3730874 (DOI)001543969500001 ()2-s2.0-105012406380 (Scopus ID)
Note

Validerad;2025;Nivå 2;2025-08-11 (u5);

For funding information, see: https://dl.acm.org/doi/10.1145/3730874

Available from: 2025-08-11 Created: 2025-08-11 Last updated: 2025-11-28Bibliographically approved
Priyashantha, H., Hansson, L., Forsman, P., Lundh, Å. & Hetta, M. (2024). Computed tomography (CT) scanning to visualize eye formation and internal structure in Grevé cheese. Heliyon, 10(13), Article ID e33408.
Open this publication in new window or tab >>Computed tomography (CT) scanning to visualize eye formation and internal structure in Grevé cheese
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2024 (English)In: Heliyon, E-ISSN 2405-8440, Vol. 10, no 13, article id e33408Article in journal (Refereed) Published
Abstract [en]

The size and distribution of the eyes play a crucial role for the sensory attributes, aesthetic value and quality of the cheese. This article focuses on investigating the feasibility of using computed tomography (CT) scanning as a non-destructive tool to observe early-stage eye formation in Grevé cheese within an industrial trial. It is crucial to achieve a perfect combination of small and big sized eyes, evenly distributed within the cheese wheel, without having cracks/splits for optimal quality. Such variations could be visualized using CT-scanning of cheeses at a young and mature stage by providing high-resolution, three-dimensional CT-scanning images of the cheese's internal structure, without the need for physical dissection. Further, the distribution of eyes, their shape and number, could be visualized and compared for the same cheese scanned at young and mature stages. Thus, the importance of monitoring eye formation through non-destructive techniques is emphasized to ensure consistent product quality.

Place, publisher, year, edition, pages
Elsevier Ltd, 2024
Keywords
Cheese quality control, Computed tomography (CT) scanning, Eye formation, Grevé cheese, Non-destructive imaging
National Category
Other Engineering and Technologies Agriculture, Forestry and Fisheries
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-108220 (URN)10.1016/j.heliyon.2024.e33408 (DOI)001261953100001 ()39040414 (PubMedID)2-s2.0-85196831516 (Scopus ID)
Funder
The Kamprad Family FoundationLuleå University of Technology
Note

Validerad;2024;Nivå 2;2024-07-01 (hanlid);

Funder: Norrlandsnavet; Regional Foundation for Agricultural Research in Northern Sweden (RJN 9/2021);

Full text license: CC BY-NC-ND

Available from: 2024-07-01 Created: 2024-07-01 Last updated: 2025-10-21Bibliographically approved
Vikberg, T. & Hansson, L. (2024). Exploring the Potential of CT Image Processing Analysis for Assessing Capillary Flow in Pine Wood Logs. Pro Ligno (1), 3-8
Open this publication in new window or tab >>Exploring the Potential of CT Image Processing Analysis for Assessing Capillary Flow in Pine Wood Logs
2024 (English)In: Pro Ligno, ISSN 1841-4737, E-ISSN 2069-7430, no 1, p. 3-8Article in journal (Refereed) Published
Abstract [en]

This research delves into the unexplored territory of using CT image processing techniques to assess capillary flow in freshly felled Scotch pine logs during the drying process. Leveraging a high-resolution CT scanner, the study captures intricate details of the wood’s internal structure, which were then quantified using image processing algorithms. The findings confirm the efficacy of CT image processing in accurately determining capillary flow in wood. This opens up new opportunities for non-destructive testing methods and contributes to a deeper understanding of wood properties. The implications of these findings are farreaching, offering substantial advancements in quality control and processing optimization in the wood industry.

Place, publisher, year, edition, pages
Transilvania University Press Brasov, 2024
Keywords
CT scanning, image processing, capillary flow, pine log
National Category
Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-105242 (URN)
Note

Validerad;2024;Nivå 1;2024-05-02 (hanlid);

Full text license: "All content is freely available without charge to any user or his/her institution. Users are allowed to read, download, copy, distribute, print, search, or link to the full texts of the articles in this journal without asking prior permission from the publisher or the author."

Available from: 2024-04-25 Created: 2024-04-25 Last updated: 2025-10-21Bibliographically approved
Hajiyan, E., Huber, J. A., Hansson, L. & Sandberg, D. (2024). High temperature drying of sawn timber—A review. Drying Technology, 42(9), 1397-1414
Open this publication in new window or tab >>High temperature drying of sawn timber—A review
2024 (English)In: Drying Technology, ISSN 0737-3937, E-ISSN 1532-2300, Vol. 42, no 9, p. 1397-1414Article, review/survey (Refereed) Published
Abstract [en]

Sawn-timber drying is the wood industry’s most time- and energy-consuming process. This process can be more efficient than the conventional method by elevating the dry-bulb temperature to above 100 °C in a high-temperature drying (HTD) process, which for some species shortens the drying process by up to 50% without deteriorating the quality. Comprehending the complex correlation between the wood drying physics at high temperatures and the anatomical features of the specific species, along with its mechanical and physical properties, is crucial, as it limited its application from being broadly implemented in industry and the necessity of generalizing this method for wood species. The present study has been conducted to comprehensively review and tackle the challenges of applying this method on various species and the consequences, such as high moisture content gradients resulting in stress residual, unevenness, and color changes. Energy, environment, and economic (3E) assessments of HTD were evaluated. The accelerated drying process in HTD reduces heat losses and air leaks, resulting in higher energy efficiency than the conventional methods. Furthermore, it was proved to be 20% economically in the long term. Confliction in reported studies, such as HTD's effect on permeability and volatile organic compound (VOC) emissions, was raised, highlighting the importance of further studies for generalizing this method to adapt appropriate drying schedules, focusing on Scandinavian species by referring to previous industrial trials.

Place, publisher, year, edition, pages
Taylor & Francis, 2024
Keywords
Efficiency, energy, sawn timber, sustainability, VOC, wood
National Category
Bio Materials
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-107787 (URN)10.1080/07373937.2024.2365858 (DOI)001252824100001 ()2-s2.0-85196670729 (Scopus ID)
Note

Validerad;2024;Nivå 2;2024-08-16 (signyg);

Full text: CC BY-NC-ND License

Available from: 2024-06-24 Created: 2024-06-24 Last updated: 2025-10-21Bibliographically approved
Hajiyan, E., Couceiro, J., Hansson, L. & Sandberg, D. (2023). Drying Behaviour of Western Hemlock with Schedules Developed for Norway Spruce and Scots Pine. Paper presented at 13th International Conference Wood Science and Technology in the Third Millennium, ICWSE 2023, November 2 – 4, 2023, Brasov, Romania. Applied Sciences, 13(19), Article ID 11083.
Open this publication in new window or tab >>Drying Behaviour of Western Hemlock with Schedules Developed for Norway Spruce and Scots Pine
2023 (English)In: Applied Sciences, E-ISSN 2076-3417, Vol. 13, no 19, article id 11083Article in journal (Refereed) Published
Abstract [en]

Determining moisture content (MC) distribution during the drying of porous materials such as wood is crucial for developing drying schedules and assessing their suitability to achieve optimised processes. This study aimed to determine the causes of the unique drying behaviour and the well-known unusual longer drying time of western hemlock compared to other similar softwoods. In situ X-ray computed tomography (CT) was used to study the evolution of MC in timber during the drying process. The drying behaviour of western hemlock (Tsuga heterophylla (Raf.) Sarg.) was compared with Norway spruce (Picea abies (L.) Karst.) and Scots pine (Pinus sylvestris L.) from green to oven-dried condition with industry-proposed drying schedules used for steering a custom-made experimental kiln combined with a CT scanner. CT scanning was performed at 30 min intervals during the complete drying period of 30 h, and the CT images were processed to calculate the MC evolution within the specimen. Western hemlock showed a considerably slower capillary-phase drying and did not go into the transition and diffusion phases when a schedule adapted to pine and spruce drying was applied for its drying. CT images and MC gradient calculations showed a lower drying rate and severe non-uniformity in MC distribution, which could be due to the effect of higher green MC and the presence of wet pockets. Furthermore, the evaporation front at the first 5 h of drying receded faster into the hemlock specimen, and as drying proceeded, it slowed down compared to other specimens.

Place, publisher, year, edition, pages
MDPI, 2023
Keywords
CT scan, experimental research, image processing, moisture content, porous material, timber drying, wet pockets
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-101641 (URN)10.3390/app131911083 (DOI)001086948100001 ()2-s2.0-85174184849 (Scopus ID)
Conference
13th International Conference Wood Science and Technology in the Third Millennium, ICWSE 2023, November 2 – 4, 2023, Brasov, Romania
Note

Godkänd;2023;Nivå 0;2023-10-12 (joosat);Konferensartikel i tidskrift;

Part of special Issue: International Conference Wood Science and Engineering in the Third Millennium - ICWSE 2023

CC BY 4.0 License

Available from: 2023-10-12 Created: 2023-10-12 Last updated: 2025-10-21Bibliographically approved
Couceiro, J., Lin, C.-f., Hansson, L., Schleicher, F., Svensson, M., Jones, D., . . . Sandberg, D. (2023). Use of X-ray computed tomography for real-time studies of the fire progress in wood. Wood Material Science & Engineering, 18(6), 2150-2152
Open this publication in new window or tab >>Use of X-ray computed tomography for real-time studies of the fire progress in wood
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2023 (English)In: Wood Material Science & Engineering, ISSN 1748-0272, E-ISSN 1748-0280, Vol. 18, no 6, p. 2150-2152Article in journal (Refereed) Published
Place, publisher, year, edition, pages
Taylor & Francis, 2023
National Category
Building Technologies Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-102323 (URN)10.1080/17480272.2023.2269539 (DOI)001095023100001 ()2-s2.0-85176144315 (Scopus ID)
Projects
CT WOOD
Funder
Luleå University of Technology
Note

Validerad;2024;Nivå 2;2024-03-22 (hanlid)

Available from: 2023-11-06 Created: 2023-11-06 Last updated: 2025-10-21Bibliographically approved
Rodrigues, Q., Huber, J. A., Hansson, L., Mensah, R. A. & Moutou Pitti, R. (2023). Using X-Ray Computed Tomography To Measure Fire Degradation Of A Timber Connection. In: Nyrud, A. Q.; Malo, K. A.; Nore, K. (Ed.), World Conference on Timber Engineering (WCTE 2023): Timber for a Livable Future. Paper presented at 13th World Conference on Timber Engineering 2023 (WCTE 2023), Oslo, Norway, June 19-22, 2023 (pp. 1519-1525). Oslo: World Conference on Timber Engineering 2023 (WCTE 2023)
Open this publication in new window or tab >>Using X-Ray Computed Tomography To Measure Fire Degradation Of A Timber Connection
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2023 (English)In: World Conference on Timber Engineering (WCTE 2023): Timber for a Livable Future / [ed] Nyrud, A. Q.; Malo, K. A.; Nore, K., Oslo: World Conference on Timber Engineering 2023 (WCTE 2023) , 2023, p. 1519-1525Conference paper, Published paper (Refereed)
Abstract [en]

The charring behaviour of timber elements under fire is well understood, however, the effects of fire and heat on connections are not equally well known. Timber connections often use steel fasteners, like screws or angle brackets, which conduct heat much better than wood. Moreover, these fasteners lose their mechanical resistance and capacity under elevated temperatures. X-ray computed tomography (CT) can be used to reconstruct the internal structure of wood non-destructively. It should therefore be possible to use this technology to also study the progressive degradation due to fire of a timber connection. The goal of the present study is to investigate how CT can be used to analyse the degradation of a timber connection due to fire. Samples of Norway spruce with self-tapping screws were scanned before and after a fire exposure, and mechanical tests were performed. The results indicate that the degradation due to fire in a timber connection can be observed in CT scans, but that certain measures need to be taken to minimise the effects of image artefacts due to X-ray scattering and photon starvation.

Place, publisher, year, edition, pages
Oslo: World Conference on Timber Engineering 2023 (WCTE 2023), 2023
Keywords
Steel-to-timber fastener, CT, Image artefacts, Image analysis, Density, Charring
National Category
Wood Science Building Technologies
Research subject
Wood Science and Engineering; Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-99213 (URN)10.52202/069179-0206 (DOI)2-s2.0-85172697721 (Scopus ID)
Conference
13th World Conference on Timber Engineering 2023 (WCTE 2023), Oslo, Norway, June 19-22, 2023
Note

ISBN för värdpublikation: 9781713873273, 9781713873273

Available from: 2023-07-17 Created: 2023-07-17 Last updated: 2025-10-21Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-5869-2236

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