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Data-driven Full-field Correlated Mechanics: Advancing Multi-modal Assessment Beyond Imaging Toward Artificial Intelligence Applied to Cross-laminated Timber Integrated with Material Processing
Luleå University of Technology, Department of Engineering Sciences and Mathematics, Wood Science and Engineering.ORCID iD: 0000-0001-7091-6696
2024 (English)Doctoral thesis, comprehensive summary (Other academic)Alternative title
Data-driven Heltäckande Korrelerad Mekanik : Främjande av Multimodal Bedömning, Bortom Avbildning, Mot Artificiell Intelligens, Tillämpad på Korslimmat Trä, Integrerat med Materialbearbetning (Swedish)
Abstract [en]

Innovations in materials science techniques are essential for advancing sustainable construction materials and achieving resource efficiency. Ideally, these novel approaches should replace traditional single-localised measurements with multidimensional, full-field data-fusion methods. A multi-sensor and data-driven approach can reveal hidden patterns and correlations in datasets that conventional methods might overlook. Guided by a vision to create a framework for material- and application-independent assessment, the work described here demonstrated a comprehensive approach. By prioritising the extension of measurement technologies, efforts were directed towards applications for cross-laminated timber (CLT), combined with material processing.

Hypothesis: An industrially feasible, performance-driven assembly strategy for CLT layers can be developed by integrating correlated full-field mechanics, with non-contact multi-modal methods based on artificial intelligence (AI) tools driven through machine learning (ML), to extract insights into variables that govern material mechanics. Basing this work on multidimensional image-based techniques will lead to a more complete understanding of the mechanical behaviour of composite materials such as CLT.

Novel applications of measurement techniques, together with innovative combinations of both measurement techniques and data processing methods, have been developed, to use less resources and provide added functionality to CLT. For this, various techniques for evaluating material properties have been investigated and compared. Digital image correlation (DIC) was used for full-field mechanics assessment and was applied in various formats, including static, quasi-static, cyclic, and high-speed experiments. DIC improved displacement and strain measurements across different scales, from full-scale sections down to tenths of millimetres, and made it possible to differentiate finer wood features with greater spatial and temporal resolution. CLT was subjected to loading conditions including in-plane compression and out-of-plane bending, which were investigated. Displacement and strain were assessed concerning longitudinal and transverse interlayer interactions, taking into account bonded or non-bonded adhesive interfaces, as well as natural features like knots, fibre deviations, heartwood, and sapwood. CLT with a ±45°-layered configuration provided greater stiffness and strength than conventional configurations, particularly in regions where greater shear resistance was required. Knots, traditionally seen as structural weaknesses in CLT, have here been shown to improve the shear resistance in transverse layers. A reduction in shear propagation in knotty timber means that it may be possible to revise timber standards to support the use of materials previously considered unsuitable for structural applications.

Multi-sensor data fusion was applied in material processing such as cutting, and DIC merged with chemical analysis revealed surface-densified set-recovery differences between earlywood and latewood in growth rings. Three different techniques – thermoelastic stress analysis (TSA) using thermal imaging data, the grid technique for tracking finer deformation patterns, and DIC – were augmented with finite element (FE) methods and compared with respect to their effectiveness in stress estimation. Multispectral and hyperspectral imaging were used to capture chemical and physical properties, localised measurements were made with a point-based near-infrared (NIR) probe, and full-field imaging was used to capture pixel-level data. Four-dimensional X-ray computed tomography (CT) was used on CLT to monitor internal moisture absorption and desorption. Hyperspectral NIR imaging in combination with X-ray imaging was used to classify the material properties of CLT. NIR was also used for mould detection and to compare the efficiency of CLT edge-sealing compounds. Moisture and its role in material processing were explored, and absorption and desorption experiments revealed that the edge-sealing of CLT could reduce the risk of mould formation.

Experimental procedures were optimised with factorial designs. MATLAB was integrated by generative AI-supported code generation and decentralised high-performance data processing. To enhance material assessment, multivariate data analysis (MVDA) and multivariate image analysis (MIA) were applied for multi-modal analysis by means of principal component analysis (PCA) and projection to latent structures – partial least squares discriminant analysis (PLS-DA). Hierarchical clustering analysis (HCA) was used to classify the impact of different clusters on modelling. Deep learning with a convolutional neural network (CNN) extracted additional refined features from the wood structure.

Mechanical properties were derived using multi-modal integration of image-based data, demonstrating the potential of combining traditional principles with modern technology to uncover previously unknown material characteristics. By integrating measurement techniques and incorporating AI, the work described in this thesis enhances material performance and resource efficiency in composite materials, in particular CLT.

Abstract [sv]

Innovationer inom materialvetenskapliga tekniker är essentiella för att främja hållbara byggmaterial och resurseffektivitet. Idealiskt bör dessa nya tillvägagångssätt ersätta traditionella enskilda lokaliserade mätningar med multidimensionella, heltäckande datafusionstekniker. En multisensorisk och datadriven ansats kan avslöja dolda mönster och korrelationer i datamängder som konventionella metoder kan förbise. Med en vision att skapa ett ramverk för material- och applikationsoberoende bedömning, demonstrerade detta arbete en omfattande metod. Genom att prioritera utökningen av mätteknologier riktades insatser mot applikationer för korslimmat trä (KL-trä), integrerat med materialbearbetning.

Hypotes: En industriellt genomförbar, prestandadriven sammanfogningsstrategi för KL-trä-lager kan utvecklas genom att integrera korrelerad heltäckande mekanik med beröringsfria multimodala metoder baserade på verktyg inom artificiell intelligens (AI) drivna av maskininlärning (ML), för att extrahera insikter om variabler som styr materialmekanik. Att basera detta arbete på multidimensionella, bildbaserade tekniker kommer att leda till en mer fullständig förståelse av det mekaniska beteendet hos kompositmaterial såsom KL-trä.

Nya tillämpningar av mättekniker, tillsammans med innovativa kombinationer av både mättekniker och databehandlingsmetoder, har utvecklats för att använda färre resurser och ge ökad funktionalitet till KL-trä. För detta ändamål har olika tekniker för att utvärdera materialegenskaper undersökts och jämförts. Digital bildkorrelation (DIC) användes för bedömning av heltäckande mekanik och tillämpades i olika format, inklusive statiska, kvasi-statiska, cykliska och höghastighetsexperiment. DIC förbättrade mätningar av förskjutning och töjning över olika skalor, från fullskaliga sektioner ner till tiondels millimetrar, och möjliggjorde att särskilja detaljerade trästrukturer med förbättrad rumslig och tidsmässig upplösning. KL-trä utsattes för lastförhållanden som inkluderade kompression i planet och böjning vinkelrätt mot planet, vilka undersöktes. Förskjutning och töjning bedömdes i longitudinella och tvärgående interlagerinteraktioner, inklusive limmade eller olimmade limfogar, samt naturliga egenskaper som kvistar, fiberavvikelser, kärnved och splintved. KL-trä med en ±45°-lagerkonfiguration uppvisade större styvhet och styrka än konventionella konfigurationer, särskilt i områden där större skjuvmotstånd krävdes. Kvistar, som traditionellt betraktas som strukturella svagheter i KL-trä, har här visat sig förbättra skjuvmotståndet i tvärgående lager. En minskning av skjuvutbredning i kvistigt trä antyder att det kan vara möjligt att revidera trästandarder för att stödja användningen av material som tidigare ansetts olämpliga för strukturella applikationer.

Multisensorisk datafusion tillämpades i materialbearbetning såsom skärning, och DIC kombinerat med kemisk analys avslöjade skillnader i återgång efter ytdensifiering mellan vårved och sommarved i årsringar. Tre olika tekniker – termoelastisk stressanalys (TSA) med hjälp av termisk bilddata, grid-tekniken för att spåra finare deformationsmönster, och DIC – förstärktes med finita elementmetoder (FE) och jämfördes avseende deras effektivitet i stressestimering. Multispektral och hyperspektral avbildning användes för att fånga kemiska och fysiska egenskaper; lokaliserade mätningar utfördes med en punktbaserad nära-infraröd (NIR) sond, och heltäckande avbildning användes för att fånga pixelnivådata. Fyrdimensionell röntgendatortomografi (CT) användes på KL-trä för att analysera intern fuktabsorption och fuktavgivning. Hyperspektral NIR-avbildning i kombination med röntgenavbildning användes för att klassificera materialegenskaperna hos KL-trä. NIR användes också för mögeldetektion och för att jämföra effektiviteten hos kantförseglingsföreningar för KL-trä. Fukt och dess roll i materialbearbetning utforskades, och absorption- och desorptionsexperiment visade att kantförsegling av KL-trä kan minska risken för mögelbildning.

Experimentella procedurer optimerades genom faktoriell design. MATLAB integrerades genom generativ AI-understödd kodgenerering och decentraliserad högpresterande databehandling. För att förbättra materialbedömningen tillämpades multivariat dataanalys (MVDA) och multivariat bildanalys (MIA) för multimodal analys genom huvudkomponentanalys (PCA) och projektion till latenta strukturer – partiell minstakvadraters diskriminantanalys (PLS-DA). Hierarkisk klusteranalys (HCA) användes för att klassificera påverkan av olika kluster på modellering. Djupinlärning med ett konvolutionellt neuralt nätverk (CNN) extraherade ytterligare förfinade egenskaper från trästrukturen.

Mekaniska egenskaper härleddes genom multimodal integration av bildbaserade data, vilket demonstrerade potentialen i att kombinera traditionella principer med modern teknik för att upptäcka tidigare okända materialegenskaper. Genom att integrera mättekniker och inkorporera AI, förbättrar arbetet som beskrivs i denna avhandling materialprestanda och resurseffektivitet i kompositmaterial, med särskilt fokus på KL-trä.

Place, publisher, year, edition, pages
Luleå University of Technology, 2024.
Series
Doctoral thesis / Luleå University of Technology 1 jan 1997 → …, ISSN 1402-1544
Keywords [en]
AI, AI-Driven Material Assessment, Artificial Intelligence, Building, Building Materials, Classification, CLT Assembly, CLT Manufacture, Computer Vision, Construction, Crosslam, Computed Tomography, CT, Data Science, Data Mining, DIC Analysis, DIC, Digital Image Correlation, Digital Image Processing, Digital Speckle Photography, Experimental Mechanics, Finite Element Method, FE, Full-Field Mechanics, Generative AI, Hyperspectral Imaging, Image Analysis, Imaging, Interdisciplinary Research, Laminated Wood Product, Machine Learning, Mass Timber Engineering, Materials Science, Modelling, Multidisciplinary, Multidisciplinary Research, Multivariate Data Analysis, MVDA, Near-Infrared Spectroscopy, NIR, Neural Network, Non-Contact Measurement, Non-Destructive, Optical Measurement, Panel Configuration, Partial Least Squares, PLS, Principal Component Analysis, PCA, Projection to Latent Structures, Strain Localisation, Structural Analysis, Timber, Unsupervised Learning, Wood Anatomy, Wood Science, X-Lam, X-Ray
Keywords [sv]
Alternativ byggmetod, Bildkorrelation, Hållbart byggande, KL-trä, Korslimmat trä, Massivträ, Skjuvtöjning, Träkonstruktion
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-81437ISBN: 978-91-7790-715-2 (print)ISBN: 978-91-7790-716-9 (electronic)OAI: oai:DiVA.org:ltu-81437DiVA, id: diva2:1501898
Public defence
2024-12-17, A193, Luleå University of Technology, Skellefteå, 09:00 (English)
Opponent
Supervisors
Available from: 2020-11-18 Created: 2020-11-18 Last updated: 2024-11-25Bibliographically approved
List of papers
1. Comparison of Different Assembling Techniques Regarding Cost, Durability, and Ecology - A Survey of Multi-layer Wooden Panel Assembly Load-Bearing Construction Elements
Open this publication in new window or tab >>Comparison of Different Assembling Techniques Regarding Cost, Durability, and Ecology - A Survey of Multi-layer Wooden Panel Assembly Load-Bearing Construction Elements
2015 (English)In: BioResources, E-ISSN 1930-2126, Vol. 10, no 4, p. 8378-8396Article in journal (Refereed) Published
Abstract [en]

Wood is a pure, sustainable, renewable material. The increasing use of wood for construction can improve its sustainability. There are various techniques to assemble multi-layer wooden panels into prefabricated, load-bearing construction elements. However, comparative market and economy studies are still scarce. In this study, the following assembling techniques were compared: laminating, nailing, stapling, screwing, stress laminating, doweling, dovetailing, and wood welding. The production costs, durability, and ecological considerations were presented. This study was based on reviews of published works and information gathered from 27 leading wood product manufacturing companies in six European countries. The study shows that the various techniques of assembling multi-layer wooden construction panel elements are very different. Cross laminated timber (CLT) exhibited the best results in terms of cost and durability. With regard to ecological concerns, dovetailing is the best. Taking into account both durability and ecological considerations, wooden screw-doweling is the best. These alternatives give manufacturers some freedom of choice regarding the visibility of surfaces and the efficient use of lower-quality timber. CLT is the most cost-effective, is not patented, and is a well-established option on the market today.

Keywords
Sustainable, Multi-layer wooden panel, Load bearing construction elements, Costs, Durability and ecological consideration, Cross laminated timber
National Category
Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-6194 (URN)10.15376/biores.10.4.8378-8396 (DOI)000366990800160 ()2-s2.0-85011309055 (Scopus ID)46395d70-95a9-4286-9834-bb37c6c45a47 (Local ID)46395d70-95a9-4286-9834-bb37c6c45a47 (Archive number)46395d70-95a9-4286-9834-bb37c6c45a47 (OAI)
Note

Validerad; 2015; Nivå 2; 20150827 (aliwan)

Available from: 2016-09-29 Created: 2016-09-29 Last updated: 2024-07-04Bibliographically approved
2. Further Development of Cross-Laminated Timber (CLT): Mechanical Tests on 45° Alternating Layers
Open this publication in new window or tab >>Further Development of Cross-Laminated Timber (CLT): Mechanical Tests on 45° Alternating Layers
2016 (English)In: WCTE 2016 : Proceedings, Vienna: Vienna University of Technology, Austria , 2016Conference paper, Published paper (Refereed)
Abstract [en]

 

In this paper, a series of experimental bending and compression tests were performed on cross-laminated timber (CLT) products with ±45° alternating layers, to evaluate their performance against conventional panels of 90° orientation. Engineered wood products, such as CLT with ±45° alternating layers can provide opportunities for greater use in larger and more sustainable timber constructions. A total of 40 panels, manufactured in an industrial CLT production line with either of these two configurations, were tested and compared. Panels were evaluated in bending tests n=20 and the remaining ones in compression tests. Results showed that 35% increased the strength in the four-point bending tests for panels containing ±45° alternating layers compared with the 90° alternating layers. Compression strength was increased by 15%. Stiffness increased by 15% in the four-point bending and 30% in the compression. The results indicate that CLT containing ±45° alternating layers has increased strength and stiffness compared to 90° alternating layers. These findings suggest that further developments in CLT are feasible in advanced building applications.

Place, publisher, year, edition, pages
Vienna: Vienna University of Technology, Austria, 2016
Keywords
Crosslam, X-lam, Panel configuration, CLT assembling, CLT manufacturing, Mass timber engineering, Experimental study, Destructive testing, Influence of orientation
National Category
Infrastructure Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-60093 (URN)978-3-903039-00-1 (ISBN)
Conference
World Conference on Timber Engineering (WCTE 2016), Vienna, August 22-25 2016
Available from: 2016-11-02 Created: 2016-11-01 Last updated: 2022-03-10Bibliographically approved
3. Bending Properties of Cross Laminated Timber (CLT) with a 45° Alternating Layer Configuration
Open this publication in new window or tab >>Bending Properties of Cross Laminated Timber (CLT) with a 45° Alternating Layer Configuration
2016 (English)In: BioResources, E-ISSN 1930-2126, Vol. 11, no 2, p. 4633-4644Article in journal (Refereed) Published
Abstract [en]

Bending tests were conducted with cross laminated timber (CLT) panels made using an alternating layer arrangement. Boards of Norway spruce were used to manufacture five-layer panels on an industrial CLT production line. In total, 20 samples were tested, consisting of two CLT configurations with 10 samples of each type: transverse layers at 45° and the conventional 90° arrangement. Sample dimensions were 95 mm × 590 mm × 2000 mm. The CLT panels were tested by four point bending in the main load-carrying direction in a flatwise panel layup. The results indicated that bending strength increased by 35% for elements assembled with 45° layers in comparison with 90° layers. Improved mechanical load bearing panel properties could lead to a larger span length with less material.

Keywords
Mass timber engineering, Massive timber, Crosslam, X-lam, Solid wood panel, Solid timber system, Rolling shear, CLT manufacturing, CLT assembly, Multi-layer, Sustainable construction material
National Category
Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-11156 (URN)10.15376/biores.11.2.4633-4644 (DOI)2-s2.0-84965159370 (Scopus ID)a1093b71-f2f8-4b06-9af1-b46a7c406aa8 (Local ID)a1093b71-f2f8-4b06-9af1-b46a7c406aa8 (Archive number)a1093b71-f2f8-4b06-9af1-b46a7c406aa8 (OAI)
Note

Validerad; 2016; Nivå 2; 20160331 (aliwan)

Available from: 2016-09-29 Created: 2016-09-29 Last updated: 2024-07-04Bibliographically approved
4. Production and In-Plane Compression Mechanics of Alternatively Angled Layered Cross-Laminated Timber
Open this publication in new window or tab >>Production and In-Plane Compression Mechanics of Alternatively Angled Layered Cross-Laminated Timber
2018 (English)In: BioResources, E-ISSN 1930-2126, Vol. 13, no 2, p. 4029-4045Article in journal (Refereed) Published
Abstract [en]

Increasing awareness of sustainable building materials has led to interest in enhancing the structural performance of engineered wood products. This paper reports mechanical properties of cross-laminated timber (CLT) panels constructed with layers angled in an alternative configuration on a modified industrial CLT production line. Timber lamellae were adhesively bonded together in a single-step press procedure to form CLT panels. Transverse layers were laid at an angle of 45°, instead of the conventional 90° angle with respect to the longitudinal layers’ 0° angle. Tests were carried out on 20 five-layered CLT panels divided into two matched groups with either a 45° or a 90° configuration; an in-plane uniaxial compressive loading was applied in the principal orientation of the panels. These tests showed that the 45°-configured panels had a 30% higher compression stiffness and a 15% higher compression strength than the 90° configuration. The results also revealed that the 45°-configured CLT can be industrially produced without using more material than is required for conventional CLT 90° panels. In addition, the design possibility that the 45°-configured CLT can carry a given load while using less material also suggests that it is possible to use CLT in a wider range of structural applications.

Place, publisher, year, edition, pages
University of North Carolina Press, 2018
Keywords
CLT manufacturing, Crosslam, Cross-ply, Diagonal-laminated lumber, Impact of laminate orientation, In-plane rotation, Grain inclination angle, Mass timber engineering, Solid wood panel, X-lam
National Category
Building Technologies Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-68424 (URN)10.15376/biores.13.2.4029-4045 (DOI)000440518000021 ()2-s2.0-85058170491 (Scopus ID)
Note

Validerad;2018;Nivå 2;2018-04-26 (andbra)

Available from: 2018-04-20 Created: 2018-04-20 Last updated: 2024-07-04Bibliographically approved
5. Mechanics of diagonally layered cross-laminated timber
Open this publication in new window or tab >>Mechanics of diagonally layered cross-laminated timber
2018 (English)In: WCTE 2018 - World Conference on Timber Engineering, World Conference on Timber Engineering (WCTE) , 2018Conference paper, Published paper (Refereed)
Abstract [en]

This research evaluated the mechanics of cross-laminated timber (CLT) panels with different layer orientations. A total of 20 industrially produced panels, configured with 0° longitudinal layers and transverse layers alternating at either ±45° or the conventional 90°, were tested. Each panel was subjected to destructive out-of-plane testing in the principal panel orientation to evaluate stiffness and strength in bending. Four-point bending tests showed higher stiffness and strength for panels with ±45° alternating layers compared to 90°. A non-contact full-field measurement and analysis technique based on digital image correlation (DIC) was utilised for the main mechanical analysis at different scales. DIC evaluations of 100 CLT panel layers showed that a considerable part of the stiffness of conventional CLT is reduced by the shear resistance of transverse layers. Heterogeneous wooden features, such as knots, reduce the propagation of shear fraction along the layers. These results call into question the present grading criteria in the CLT standard: It is suggested that the current lower grading limit be adjusted for increased value-yield. The overall experimental results suggest the use of CLT panels with a ±45° layered configuration would be beneficial for timber engineering construction. They also motivate the use of alternatively angled layered laminates in design and construction, especially in areas subjected to shear. Based on these results, CLT should be further explored as a suitable product to potentially facilitate the use of wooden panels in more construction applications.

Place, publisher, year, edition, pages
World Conference on Timber Engineering (WCTE), 2018
Keywords
CLT assembly, Crosslam, Influence of orientation, Multi-layer shear compliance, Panel configuration
National Category
Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-72853 (URN)2-s2.0-85058158349 (Scopus ID)
Conference
2018 World Conference on Timber Engineering (WCTE 2018), Seoul, South Korea, 20-23 August, 2018
Available from: 2019-02-12 Created: 2019-02-12 Last updated: 2024-12-09Bibliographically approved
6. Machinability of stone-plastic materials during diamond planing
Open this publication in new window or tab >>Machinability of stone-plastic materials during diamond planing
Show others...
2019 (English)In: Applied Sciences, E-ISSN 2076-3417, Vol. 9, no 7, article id 1373Article in journal (Refereed) Published
Abstract [en]

This paper investigated the machinability of a stone–plastic composite (SPC) via orthogonal cutting with diamond cutters. The objective was to determine the effect of cutting depth on its machinability, including cutting forces, heat, chip formation, and cutting quality. Increased cutting depth promoted an increase in both frictional and normal forces, and also had a strong influence on the change in normal force. The cutting temperatures of chips and tool edges showed an increasing trend as cutting depth increased. However, the cutting heat was primarily absorbed by chips, with the balance accumulating in the cutting edge. During chip formation, the highest von Mises strain was mainly found in SPC ahead of the cutting edge, and the SPC to be removed partially passed its elastic limit, eventually forming chips with different shapes. Furthermore, the average surface roughness and the mean peak-to-valley height of machined surfaces all positively correlated to an increase in cutting depth. Finally, with an increase in cutting depth, the chip shape changed from tubular, to ribbon, to arc, to segmental, and finally, to helical chips. This evolution in chip shape reduced the fluctuation in cutting force, improving cutting stability and cutting quality.

Place, publisher, year, edition, pages
Basel, Switzerland: MDPI, 2019
Keywords
composite material, polycrystalline diamond cutter, orthogonal cutting, digital image correlation, DIC analysis, full-field mechanics, machining properties
National Category
Engineering and Technology Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-73369 (URN)10.3390/app9071373 (DOI)000466547500108 ()2-s2.0-85064089350 (Scopus ID)
Note

Validerad;2019;Nivå 1;2019-04-09 (inah)

Available from: 2019-04-01 Created: 2019-04-01 Last updated: 2023-10-14Bibliographically approved
7. Cutting forces and chip formation revisited based on orthogonal cutting of Scots pine
Open this publication in new window or tab >>Cutting forces and chip formation revisited based on orthogonal cutting of Scots pine
Show others...
2018 (English)In: Holzforschung, ISSN 0018-3830, E-ISSN 1437-434X, Vol. 73, no 2, p. 131-138Article in journal (Refereed) Published
Abstract [en]

The objective of this study was to understandbetter the cutting forces and chip formation of Scots pine(Pinus sylvestris L.) with different moisture contents (MCs)and machined in different cutting directions. To thatend, an orthogonal cutting experiment was designed,in which Scots pine was intermittently machined usinga tungsten carbide tool to produce chips. The cuttingforces were measured and the chip shapes were quantitativelydescribed. Four conclusions can be drawn: (1)with increasing MC, the average cutting forces initiallydecreased and then stabilized, while the angle betweenthe direction of the main and the resultant force continuouslydecreased. (2) The average cutting forces in the 90°–0° cutting direction were lower than the same forces inthe 90°–90° cutting direction. (3) During machining, thedynamic cutting forces fluctuated less in the 90°–0° case.However, the dynamic feeding forces showed a decreasingtrend in both the 90°–0° and the 90°–90° cases. (4) Theprocess applied produced granule chips and flow chips,while less curly flow chips with a higher radius of curvaturewere more easily produced from samples with highMCs in the 90°–0° cutting direction.

Place, publisher, year, edition, pages
Walter de Gruyter, 2018
Keywords
chip formation, cutting direction, cutting forces, moisture content, tungsten carbide cutting tools, wood machining
National Category
Engineering and Technology Other Mechanical Engineering
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-70662 (URN)10.1515/hf-2018-0037 (DOI)000457473400001 ()2-s2.0-85052992353 (Scopus ID)
Note

Validerad;2019;Nivå 2;2019-02-22 (inah)

Available from: 2018-08-30 Created: 2018-08-30 Last updated: 2021-03-11Bibliographically approved
8. In-situ penetration of ionic liquids during surface densification of Scots pine
Open this publication in new window or tab >>In-situ penetration of ionic liquids during surface densification of Scots pine
Show others...
2021 (English)In: Holzforschung, ISSN 0018-3830, E-ISSN 1437-434X, Vol. 75, no 6, p. 555-562Article in journal (Refereed) Published
Abstract [en]

The moisture-induced recovery of compressed wood is one of the major problems of wood densification technology. Achieving a cost-efficient surface densification process without the need for additional resins to eliminate the set-recovery may lead to an increase in value of low-density wood species. A previous study has shown that a pre-treatment with ionic liquids (ILs) can nearly eliminate the set-recovery. It was however observed that during the pre-treatment process the IL did not penetrate sufficiently deep into the wood to explain the achieved reduction in set-recovery. Based on these findings, the hypothesis was posed that further penetration of the IL into the wood occurs during the densification stage as a consequence of the applied heat and pressure. Thermo-gravimetric analysis (TGA) and gas-chromatography mass-selective-detection (GC-MSD) showed that the depth of penetration of the IL was greater after the densification process than before. Digital image correlation (DIC) showed that in regions with a high IL concentration, there was almost no set-recovery, and it gradually increased with a decrease in the IL concentration, as observed with TGA and GC-MSD analysis.

Place, publisher, year, edition, pages
Walter de Gruyter, 2021
Keywords
compressed wood, digital image correlation, set-recovery, spectroscopy, thermo-gravimetric analysis, wood modification
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-81621 (URN)10.1515/hf-2020-0146 (DOI)000672580200006 ()2-s2.0-85095449175 (Scopus ID)
Funder
Vinnova, 2017- 02697European Commission, #739574Luleå University of Technology
Note

Validerad;2021;Nivå 2;2021-06-18 (beamah);

Forskningsfinansiärer: COST Action FP1407 ModWoodLife project; the Republic of Slovenia (investment funding of the Republic of Slovenia and the European Union’s European Regional Development Fund), the ARRS research project J4-1767

Available from: 2020-11-25 Created: 2020-11-25 Last updated: 2024-11-25Bibliographically approved
9. Multivariate Image Analysis Applied to Cross-Laminated Timber: Combined Hyperspectral Near-Infrared and X-ray Computed Tomography
Open this publication in new window or tab >>Multivariate Image Analysis Applied to Cross-Laminated Timber: Combined Hyperspectral Near-Infrared and X-ray Computed Tomography
2023 (English)In: Journal of Spectroscopy, ISSN 2314-4920, E-ISSN 2314-4939, article id 3954368Article in journal (Refereed) Published
Abstract [en]

Engineered wood products, such as cross-laminated timber (CLT), are becoming more popular in the designs of modern sustainable buildings. This increased production of CLT requires more robust, yet less labour-intensive means to assess the material characteristics of whole CLT panels. In exploring ways of improving efficiency, this study explores multivariate image analysis (MIA) via partial least squares discriminant analysis (PLS-DA) machine learning as a means to classify CLT material features. CLT panels underwent nondestructive testing using near-infrared (NIR) hyperspectral imaging and X-ray computed tomography (CT) analysis. MIA was performed on these results to build predictive models for wood features, such as fibre alignment and knot type. The models showed that it was possible to classify material features on the surface of CLT using NIR alone; whilst when combined with X-ray data, it enhanced the predictive ability of material features throughout the CLT volume. These first results from such modelling have the potential to help map the chemical and physical material properties of CLT, improving the manufacturing efficiency of the product and allowing greater sustainability of engineered wood products.

Place, publisher, year, edition, pages
Hindawi Publishing Corporation, 2023
National Category
Wood Science
Research subject
Wood Science and Engineering; Centre - WoodCenter North (TCN)
Identifiers
urn:nbn:se:ltu:diva-96968 (URN)10.1155/2023/3954368 (DOI)000978623600001 ()2-s2.0-85158015820 (Scopus ID)
Funder
Luleå University of Technology, CT WOOD
Note

Validerad;2023;Nivå 2;2023-05-02 (hanlid);

Funder: TräCentrum Norr (239278)

Available from: 2023-05-02 Created: 2023-05-02 Last updated: 2024-11-25Bibliographically approved
10. Moisture- and mould-resistance: multi-modal modelling leveraging X-ray tomography in edge-sealed cross-laminated timber
Open this publication in new window or tab >>Moisture- and mould-resistance: multi-modal modelling leveraging X-ray tomography in edge-sealed cross-laminated timber
2023 (English)In: Materials & design, ISSN 0264-1275, E-ISSN 1873-4197, Vol. 230, article id 111967Article in journal (Refereed) Published
Abstract [en]

Edge-sealing, which involves treating the edges of wood products, improves water resistance. This study investigated the feasibility of edge-sealed cross-laminated timber (CLT) panels to reduce capillary water uptake, thereby resisting mould formation. The water and vapour permeabilities of ten characteristically different single-layer sealant coating systems were systematically determined. Multi-modal assessment leveraged by computed tomography (CT) scanning methodology was used to enhance detection of material characteristics beyond the standard coating permeability assessment. Moisture content was observed to change during the specimens’ absorption and desorption depending on the sealant system applied. The results revealed different characteristics of coatings during the water absorption and desorption stages. Findings from this study were used to develop recommendations regarding the water resistance of coating systems, curing time, susceptibility to mould formation, and industrial applicability. Results suggest that edge-sealed CLT could minimise the risk of mould formation, which can occur at worksites with minimal weather protection. The method developed in this study provides a basis to evaluate new coating systems and determine which use case is the best for a particular coating type. This study also incorporates insights from industry to identify future research orientations, which may pave the way for new designs and assessment techniques.

Place, publisher, year, edition, pages
Elsevier, 2023
Keywords
CT scan, Full-field data, Image processing, Moisture simulation, Mould estimation, Multivariate modelling
National Category
Wood Science
Research subject
Wood Science and Engineering
Identifiers
urn:nbn:se:ltu:diva-97626 (URN)10.1016/j.matdes.2023.111967 (DOI)001041731500001 ()2-s2.0-85159149308 (Scopus ID)
Note

Validerad;2023;Nivå 2;2023-05-29 (joosat);

Funder: TräCentrum Norr (TCN), [grant number 239268, 239278]; FORMAS project: Experimental Studies of Capillary Phenomena in Bio-based Materials [grant number 942-2016-64]

Licens fulltext: CC BY License

Available from: 2023-05-29 Created: 2023-05-29 Last updated: 2024-11-25Bibliographically approved

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Buck, Dietrich

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