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Estimation of the orthotropic elastic properties of reinforced LVL panels through vibration-based model updating techniques
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2025-01-31 DOI: 10.1007/s00226-024-01627-1
Alexander Opazo-Vega, Alan Jara-Cisterna, Franco Benedetti, Mario Nuñez-Decap

Laminated veneer lumber panels (LVL) are engineered wood products suitable for application in construction contexts. However, LVL panels have some deficient elastic properties (e.g., ({E}_{22})) concerning other elastic properties (e.g., ({E}_{11}) and ({G}_{12})), which may cause problems in structural applications. Carbon and basalt fibers (CF and BF) are reinforcement alternatives for LVL panels, as they can be included in the interior or exterior wood veneer bonding process. This work aims to analyze the effect of incorporating CF and BF fibers in the orthotropic elastic properties of radiata pine LVL panels through a nondestructive method based on transverse vibration tests and model updating techniques. Accordingly, 20 LVL panels of 15 mm thickness were fabricated and tested with different reinforcing fibers and adhesives. Then, some relevant panels’ dynamic properties were identified through experimental modal analysis. Finally, three relevant panels’ orthotropic elastic properties were estimated simultaneously using finite-element model updating techniques and Python-based deterministic calibration scripts. The results suggest that the reinforced LVL panels obtained significant increases in their orthotropic elastic properties, in the order of 22%, 333%, and 27% for ({E}_{11}), ({E}_{22}), and ({G}_{12}), respectively. These results show the effectiveness of the type of reinforcement applied and the potential application of the nondestructive evaluation method in other contexts.

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引用次数: 0
Investigation of cyclic water infiltration and dry-out in coated spruce using finite-element simulations 利用有限元模拟研究涂层云杉的循环渗水和干涸。
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2025-01-22 DOI: 10.1007/s00226-025-01629-7
Florian Brandstätter, Magdalena Senoner, Markus Lukacevic, Maximilian Autengruber, Michael Truskaller, Gerhard Grüll, Josef Füssl

Accurate prediction of moisture distributions in wood is among the most critical challenges in timber engineering. Achieving this requires a well-coordinated comparison of experimental methods and simulation tools. While significant progress has been made in developing simulation tools in recent years, a lack of experience with and trust in these tools continues to hinder broader implementation, especially when it comes to free water and its absorption. Investigations and model advancements have allowed for the simulation of increasingly complex cases, including one-dimensional moisture transport above the fiber saturation point (FSP) in coated boards and below FSP in coated glued laminated timber (GLT). However, free water flow in coated GLT beams has not yet been addressed, which can become problematic in case of extreme scenarios, such as water infiltration. In this study, we demonstrate that the multi-Fickian free water transport model developed by some of the authors can successfully simulate three-dimensional coated cases. Uncoated and coated boards and GLT members were subjected to cyclic wetting and drying, both experimentally and numerically. To simplify the calibration process of the mass transfer coefficient of free water—identified as the most significant parameter for the simulation of free water transport—experiments previously conducted by some of the authors were simulated. Based on the simulation results, approaches for an initial estimation of the mass transfer coefficient were developed. If the water uptake of coated specimens is measured three days after continuous soaking in water and the result exceeds a specific limit, the coefficient can be sufficiently predicted. The simulation and experimental results show a good agreement.

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引用次数: 0
Morphological analysis of inosculated connections in weeping figs: insights on density, geometry, fiber structures, and compositional variations 抽泣无花果中绝缘连接的形态分析:对密度,几何形状,纤维结构和成分变化的见解
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2025-01-16 DOI: 10.1007/s00226-024-01622-6
Xiuli Wang, Wolfgang Gard, Yasmine Mosleh, Jan-Willem van de Kuilen

Trees exhibit adaptability in response to external loads, which allows them to form an inosculated connection (self-growing connection) with a neighboring tree. Such connections have the mechanical potential to build living tree structures. Although qualitative studies have studied this phenomenon, quantitative analysis of its growth features remains limited. Self-growing connections fused by weeping figs (Ficus benjamina L.) are utilized to study growth features. X-ray scanning and optical microscopy techniques are employed to investigate parameters including density, geometry, fiber structures, and material compositions. Key findings demonstrate that the fused region of a connection has a larger volume and a higher density on the intersected surface. Microscopic analysis identifies that the enlarged wood in the fused area is tension wood characterized by G-layers. The key component that connects trees is referred to as merged fibers, and the pattern of their distribution is found to be mainly in the outer layer of the larger cross-angle of a connection. At the cellular level, crystals within cells are identified in the fused region, implying possible mechanical stresses the interface has experienced. The findings in self-growing connections can serve as inspiration for structural design in living structures, biomimicry, bioinspired structures, and advancements in bioeconomics.

树木表现出对外部负荷的适应性,这使它们能够与邻近的树木形成绝缘连接(自生长连接)。这种连接具有构建活树结构的机械潜力。虽然对这一现象进行了定性研究,但对其生长特征的定量分析仍然有限。利用垂枝榕(Ficus benjamina L.)融合的自生连接来研究生长特征。采用x射线扫描和光学显微镜技术来研究包括密度、几何形状、纤维结构和材料成分在内的参数。关键研究结果表明,连接的熔合区域在相交表面上具有更大的体积和更高的密度。显微分析表明,熔接区扩大的木材为以g层为特征的张力木材。连接树的关键成分被称为合并纤维,它们的分布模式被发现主要在连接的大交叉角的外层。在细胞水平上,细胞内的晶体在融合区域被识别出来,这意味着界面可能经历了机械应力。自生长连接的发现可以为活体结构的结构设计、仿生学、仿生结构和生物经济学的进步提供灵感。
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引用次数: 0
Fire performance of wood–steel hybrid elements: finite element analysis and experimental validation 木-钢复合构件的防火性能:有限元分析与实验验证
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2025-01-11 DOI: 10.1007/s00226-024-01628-0
Mostafa Abdelrahman, Ani Khaloian-Sarnaghi, Jan-Willem van de Kuilen

Wood-steel hybrid (WSH) elements are gaining popularity in the construction industry due to their reduced environmental impact and high load capacity. However, fire resistance remains a crucial challenge for advancing wood as a construction material. The proposed WSH slab consists of a trapezoidal steel profile sandwiched between two laminated veneer lumber (LVL) beech panels. This research aims to numerically predict the fire performance of the proposed WSH slab element by generating heat transfer models that consider convection, radiation, and conduction. The objectives are to predict the temperature profile of the system's components, assess the charring rate of the LVL panels, and validate the results with experimental fire tests. Computed Tomography (CT) scanning was additionally used to detect the material density variation in the remaining LVL layers after fire tests. Simulations reveal that the size and shape of the internal cavity significantly influence heat flow within the system. Analysis of different thicknesses and heights of the steel sheet shows a substantial impact on the charring initiation time of the upper LVL layer. Temperature profiles of the components from numerical analysis exhibit similar behavior to that observed in the experiments. The experimental charring rate averages between 0.88—1.00 mm/min, while the numerical rate averages between 0.95—1.06 mm/min, with a 5–8% average deviation attributed to conduction interaction between LVL and the steel sheet. This variation may also be caused by the definition of generic thermal properties of wood according to EN1995-1-2, which may not accurately represent the behavior of the LVL element under fire.

木-钢混合结构(WSH)由于其对环境的影响小,承载能力高,在建筑行业中越来越受欢迎。然而,耐火性能仍然是推进木材作为建筑材料的关键挑战。拟议的西墙板由一个梯形钢型材夹在两个层压单板(LVL)山毛榉板之间。本研究旨在通过建立考虑对流、辐射和传导的传热模型,对所提出的水墙面平板单元的防火性能进行数值预测。目标是预测系统组件的温度分布,评估LVL面板的炭化率,并通过实验火测试验证结果。此外,还使用计算机断层扫描(CT)检测火灾试验后剩余LVL层的材料密度变化。模拟结果表明,内腔的大小和形状对系统内的热流有显著影响。对钢板厚度和高度的分析表明,不同厚度和高度的钢板对上部LVL层的起炭时间有较大的影响。数值分析得到的构件温度分布与实验结果相似。实验炭化速率平均在0.88 ~ 1.00 mm/min之间,数值炭化速率平均在0.95 ~ 1.06 mm/min之间,由于LVL与钢板之间的传导相互作用,平均偏差在5 ~ 8%之间。这种变化也可能是由EN1995-1-2对木材一般热性能的定义引起的,这可能不能准确地代表LVL元件在火灾下的行为。
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引用次数: 0
The fork device: a test for estimating the memory creep of wood under load during moisture variation 叉形装置:用于估计木材在水分变化时在荷载下的记忆蠕变的试验
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2025-01-08 DOI: 10.1007/s00226-024-01606-6
Antoine Stéphan, Patrick Perré, Clément L’Hostis, Romain Rémond

When a loaded piece of wood is exposed to variable climatic conditions, the stress state depends on both the stress and moisture content change history due to the memory creep. To explore this complex time-dependent interaction, a new experimental device has been developed. Called the "fork" device, this simple setup allows the evolution of the memory creep of twin wood samples to be determined continuously under different loads. In this work, this device has been used at low temperature (i.e. 30 (^{circ })C) and with six different humidity cycles to focus on the mechanosorptive part of the memory creep. The test was performed with thin quartersawn and flatsawn samples of beech and oak originally at green state. periods were chosen to obtain a moisture content quickly close to the equilibrium moisture content for each plateau. With negligible moisture gradient, the dynamics of mechanosorption was measured and compared with moisture variations, species and load direction. The results highlight an increase in mechanosorptive strain with cumulative moisture content variations with an asymptotic behavior towards a limit. For oak and beech, a common compliance can be found for each grain direction.

当加载的木材暴露在变化的气候条件下时,应力状态取决于应力和水分含量由于记忆蠕变而变化的历史。为了探索这种复杂的随时间变化的相互作用,开发了一种新的实验装置。这种简单的装置被称为“叉”装置,它允许在不同载荷下连续测定双木样品的记忆蠕变的演变。在这项工作中,该装置已在低温(即30 (^{circ }) C)和六个不同的湿度循环下使用,以专注于记忆蠕变的机械吸收部分。试验采用原处于绿态的山毛榉和橡树的薄四分锯材和平锯材进行。周期的选择是为了使每个高原的水分含量迅速接近平衡水分含量。在可忽略水分梯度的情况下,测量了机械吸附动力学,并比较了水分变化、种类和载荷方向。结果突出了机械吸附应变随累积含水率变化的增加,并具有渐近的极限行为。对于橡树和山毛榉,每个纹理方向都有一个共同的一致性。
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引用次数: 0
Lignin hygroexpansion in compression and opposite wood - a molecular dynamics study 木质素在压缩和对生木材中的湿膨胀-分子动力学研究
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2024-12-23 DOI: 10.1007/s00226-024-01624-4
Marie Hartwig-Nair, Alexandr Nasedkin, Klara Hackenstrass, Emiliano De Santis, Sara Florisson, Malin Wohlert

Softwood branches develop compression wood (CW) in the lower parts of the branch, while opposite wood (OW) develops on the upper. These wood types differ in structure at several length scales, among others in the chemical composition of their lignin matrix. While OW mostly contains guaiacyl (G) units, CW is known to contain a substantial fraction of 4-hydroxyphenyl (H) lignin. In this study, the impact this difference has on lignin hygroexpansion and interaction with water is studied by the means of atomistic models and molecular dynamics computer simulations of lignin systems at different levels of hydration. It was found that, despite the minor difference in chemical composition, there are differences in swelling, structure and water dynamics. CW lignin is found to have a higher uniaxial swelling coefficient, since the phase separation between lignin and water is more pronounced. This behavior is linked to structural differences, where intermolecular ({pi -pi }) stacking is more common in CW lignin and hydrogen bonding to water more pronounced in OW lignin. These findings are of interest for understanding the role of lignin in CW, and general understanding of moisture interaction with lignin inside wood cell walls.

软枝下部发育压缩材(CW),上部发育对生材(OW)。这些木材类型在几个长度尺度上的结构不同,其中包括木质素基质的化学成分。虽然OW主要含有愈创木酰基(G)单位,但已知CW含有相当一部分4-羟基苯基(H)木质素。在本研究中,通过原子模型和分子动力学计算机模拟不同水合水平的木质素系统,研究了这种差异对木质素湿膨胀和与水相互作用的影响。结果发现,尽管化学成分有微小差异,但在溶胀、结构和水动力学方面存在差异。发现连续木质素具有较高的单轴膨胀系数,因为木质素和水之间的相分离更明显。这种行为与结构差异有关,其中分子间({pi -pi })堆积在CW木质素中更常见,而在OW木质素中与水的氢键更明显。这些发现有助于理解木质素在连续生长中的作用,以及了解木材细胞壁内水分与木质素的相互作用。
{"title":"Lignin hygroexpansion in compression and opposite wood - a molecular dynamics study","authors":"Marie Hartwig-Nair,&nbsp;Alexandr Nasedkin,&nbsp;Klara Hackenstrass,&nbsp;Emiliano De Santis,&nbsp;Sara Florisson,&nbsp;Malin Wohlert","doi":"10.1007/s00226-024-01624-4","DOIUrl":"10.1007/s00226-024-01624-4","url":null,"abstract":"<div><p>Softwood branches develop compression wood (CW) in the lower parts of the branch, while opposite wood (OW) develops on the upper. These wood types differ in structure at several length scales, among others in the chemical composition of their lignin matrix. While OW mostly contains guaiacyl (G) units, CW is known to contain a substantial fraction of 4-hydroxyphenyl (H) lignin. In this study, the impact this difference has on lignin hygroexpansion and interaction with water is studied by the means of atomistic models and molecular dynamics computer simulations of lignin systems at different levels of hydration. It was found that, despite the minor difference in chemical composition, there are differences in swelling, structure and water dynamics. CW lignin is found to have a higher uniaxial swelling coefficient, since the phase separation between lignin and water is more pronounced. This behavior is linked to structural differences, where intermolecular <span>({pi -pi })</span> stacking is more common in CW lignin and hydrogen bonding to water more pronounced in OW lignin. These findings are of interest for understanding the role of lignin in CW, and general understanding of moisture interaction with lignin inside wood cell walls.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00226-024-01624-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142870311","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Versatile cross-linking strategy using water-soluble silane and dialdehyde for consolidation and dehydration of waterlogged archaeological wood 多功能交联策略使用水溶性硅烷和双醛固结和脱水的浸水考古木材
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2024-12-23 DOI: 10.1007/s00226-024-01625-3
Yihang Zhou, Zhiguo Zhang, Mengruo Wu, Liuyang Han, Xiangna Han, Ling Fang, Kai Wang, Jiajun Wang

Consolidation has always been a major conservation issue for waterlogged archaeological wood (WAW), which aims to prevent shrinkage and cracking upon drying. Here we developed a new organic solvent-free consolidation method using water-soluble amino silanes and dialdehydes, which involves versatile cross-linking processes between wood components and polysiloxane. Evaluations by shrinkage measurements after air-drying, Fourier transform infrared spectroscopy, static thermal dynamic analysis, and dynamic vapour sorption suggest the combination of N-(2-aminoethyl)-3-aminopropyltrimethoxysilane and glutaraldehyde provides the most satisfying dimensional stability, mechanical strength and hygroscopicity. The anti-shrinkage efficiency reached as high as 96.9% for highly degraded WAW of Catalpa sp. after air-drying. The bending strength was increased to approximately 4 times and the elastic modulus was increased by around 10 times. The described method provides a new solution for the consolidation and dehydration of WAW, which produces excellent dimensional stability in lab-scale trials after air-drying without using organic solvents. However, studies are required on the long-term stability of the materials and durability of the treated WAW against microbial and chemical degradation before it can be applied in practice.

固结一直是主要的保护问题,为淹水考古木材(WAW),其目的是防止收缩和干燥开裂。在这里,我们开发了一种新的有机无溶剂固结方法,使用水溶性氨基硅烷和二醛,其中包括木材组分和聚硅氧烷之间的多功能交联过程。通过空气干燥后的收缩率测量、傅里叶变换红外光谱、静态热动态分析和动态蒸汽吸附评价表明,N-(2-氨基乙基)-3-氨基丙基三甲氧基硅烷与戊二醛的组合具有最令人满意的尺寸稳定性、机械强度和吸湿性。高降解梓树WAW经风干后的抗缩率高达96.9%。弯曲强度提高约4倍,弹性模量提高约10倍。该方法为WAW的固结和脱水提供了一种新的解决方案,在不使用有机溶剂的情况下,在实验室规模试验中,WAW在风干后具有良好的尺寸稳定性。然而,在实际应用之前,还需要对材料的长期稳定性和处理后的WAW抗微生物和化学降解的耐久性进行研究。
{"title":"Versatile cross-linking strategy using water-soluble silane and dialdehyde for consolidation and dehydration of waterlogged archaeological wood","authors":"Yihang Zhou,&nbsp;Zhiguo Zhang,&nbsp;Mengruo Wu,&nbsp;Liuyang Han,&nbsp;Xiangna Han,&nbsp;Ling Fang,&nbsp;Kai Wang,&nbsp;Jiajun Wang","doi":"10.1007/s00226-024-01625-3","DOIUrl":"10.1007/s00226-024-01625-3","url":null,"abstract":"<div><p>Consolidation has always been a major conservation issue for waterlogged archaeological wood (WAW), which aims to prevent shrinkage and cracking upon drying. Here we developed a new organic solvent-free consolidation method using water-soluble amino silanes and dialdehydes, which involves versatile cross-linking processes between wood components and polysiloxane. Evaluations by shrinkage measurements after air-drying, Fourier transform infrared spectroscopy, static thermal dynamic analysis, and dynamic vapour sorption suggest the combination of N-(2-aminoethyl)-3-aminopropyltrimethoxysilane and glutaraldehyde provides the most satisfying dimensional stability, mechanical strength and hygroscopicity. The anti-shrinkage efficiency reached as high as 96.9% for highly degraded WAW of <i>Catalpa sp.</i> after air-drying. The bending strength was increased to approximately 4 times and the elastic modulus was increased by around 10 times. The described method provides a new solution for the consolidation and dehydration of WAW, which produces excellent dimensional stability in lab-scale trials after air-drying without using organic solvents. However, studies are required on the long-term stability of the materials and durability of the treated WAW against microbial and chemical degradation before it can be applied in practice.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142870310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transfer learning for predicting wood density of different tree species: calibration transfer from portable NIR spectrometer to hyperspectral imaging 预测不同树种木材密度的迁移学习:从便携式近红外光谱仪到高光谱成像的校准转移
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2024-12-06 DOI: 10.1007/s00226-024-01615-5
Zheyu Zhang, Hao Zhong, Stavros Avramidis, Shuangshuang Wu, Wenshu Lin, Yaoxiang Li

Wood density is a crucial property indicator for construction material selection, quality assessment, and modification. Spectral analysis techniques and chemometric models offer potential solutions for the rapid and non-destructive assessment of wood density. However, probe-contact spectroscopy has low efficiency in spectrum collection, and spectral models are highly specific to variations in instruments and samples. Traditional calibration transfer methods are diverse and struggle to adapt to domains with significant distributional differences. By simulating operations under natural light, this work aimed at exploring a deep transfer-learning strategy, facilitating the transfer of wood density prediction models between different instruments [from portable near-infrared (NIR) spectrometers to hyperspectral-imaging (HSI) imagers] and among tree species (two softwood and two hardwood species). A bidirectional gated recurrent unit plus attention layer (BiGRUattention) was employed as the basic topology for the deep network. The results indicated that the generalization ability and robustness of HSI model transferred by deep adversarial transfer-learning strategy, including domain-adversarial-neural Network (DANN) and dynamic-adversarial- adaptation network (DAAN), surpassed traditional calibration transfer and deep transfer-learning methods, achieving a level comparable to NIR-calibrated models. DAAN based on Wasserstein distance with gradient penalty (WgpDAAN) optimized model accuracy, convergence speed, and stability. The deep adversarial transfer-learning model could be adapted to wood spectral data from different instruments and tree species, where WgpDAAN significantly reduced modeling costs and enhanced productivity, and could be extended to detecting and characterizing other wood properties.

木材密度是建筑材料选择、质量评价和改造的重要性能指标。光谱分析技术和化学计量模型为木材密度的快速和非破坏性评估提供了潜在的解决方案。然而,探针接触光谱学在光谱收集方面效率较低,光谱模型对仪器和样品的变化具有高度的特异性。传统的标定传递方法多种多样,难以适应分布差异较大的域。通过模拟自然光下的操作,本研究旨在探索一种深度迁移学习策略,促进木材密度预测模型在不同仪器(从便携式近红外(NIR)光谱仪到高光谱成像(HSI)成像仪)之间以及树种(两种软木和两种硬木)之间的迁移。采用双向门控循环单元加注意层(BiGRUattention)作为深度网络的基本拓扑结构。结果表明,采用深度对抗迁移学习策略(域对抗神经网络(DANN)和动态对抗适应网络(DAAN))迁移的HSI模型的泛化能力和鲁棒性优于传统的校准迁移和深度迁移学习方法,达到了与nir校准模型相当的水平。基于Wasserstein距离梯度惩罚的DAAN (WgpDAAN)优化了模型的精度、收敛速度和稳定性。深度对抗迁移学习模型可以适应来自不同仪器和树种的木材光谱数据,其中WgpDAAN显著降低了建模成本并提高了生产率,并且可以扩展到检测和表征其他木材特性。
{"title":"Transfer learning for predicting wood density of different tree species: calibration transfer from portable NIR spectrometer to hyperspectral imaging","authors":"Zheyu Zhang,&nbsp;Hao Zhong,&nbsp;Stavros Avramidis,&nbsp;Shuangshuang Wu,&nbsp;Wenshu Lin,&nbsp;Yaoxiang Li","doi":"10.1007/s00226-024-01615-5","DOIUrl":"10.1007/s00226-024-01615-5","url":null,"abstract":"<div><p>Wood density is a crucial property indicator for construction material selection, quality assessment, and modification. Spectral analysis techniques and chemometric models offer potential solutions for the rapid and non-destructive assessment of wood density. However, probe-contact spectroscopy has low efficiency in spectrum collection, and spectral models are highly specific to variations in instruments and samples. Traditional calibration transfer methods are diverse and struggle to adapt to domains with significant distributional differences. By simulating operations under natural light, this work aimed at exploring a deep transfer-learning strategy, facilitating the transfer of wood density prediction models between different instruments [from portable near-infrared (NIR) spectrometers to hyperspectral-imaging (HSI) imagers] and among tree species (two softwood and two hardwood species). A bidirectional gated recurrent unit plus attention layer (BiGRUattention) was employed as the basic topology for the deep network. The results indicated that the generalization ability and robustness of HSI model transferred by deep adversarial transfer-learning strategy, including domain-adversarial-neural Network (DANN) and dynamic-adversarial- adaptation network (DAAN), surpassed traditional calibration transfer and deep transfer-learning methods, achieving a level comparable to NIR-calibrated models. DAAN based on Wasserstein distance with gradient penalty (WgpDAAN) optimized model accuracy, convergence speed, and stability. The deep adversarial transfer-learning model could be adapted to wood spectral data from different instruments and tree species, where WgpDAAN significantly reduced modeling costs and enhanced productivity, and could be extended to detecting and characterizing other wood properties.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 1","pages":""},"PeriodicalIF":3.1,"publicationDate":"2024-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00226-024-01615-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142778333","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mineralization of heat-treated fir wood with magnesium oxychloride: study of physical and structural properties 用氯化氧镁矿化热处理杉木:物理和结构性质的研究
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2024-12-06 DOI: 10.1007/s00226-024-01609-3
Mohammad Saleh Zare, Behbood Mohebby, Ali Shalbafan

This study aimed to investigate the effects of mineral impregnation on fir wood using magnesium-based compounds. Two methods, combination and separate treatment, were used to impregnate heat-treated and non-treated samples. The Bethel method, involving vacuum and pressure, was employed for the impregnation process. The impregnated samples underwent assessments for weight gain, volumetric bulking, water soaking tests, water droplet contact angle, mechanical properties, and fire resistance. Additionally, SEM and EDAX analyses were conducted to evaluate the changes in the wood structure pre- and post-impregnation. The findings revealed the filling of pores and cavities in certain areas with Sorel cement, particle accumulation in cell walls and cell lumina, and an increase in the presence of Mg, Cl, and O elements in the impregnated samples. Furthermore, the physical property analyses indicated improved wood properties post-impregnation, with the combination impregnation method demonstrating the most notable performance in terms of weight gain percentage. Electron microscopy confirmed the formation of the magnesium oxychloride cement structure within the cell voids of both types of wood. The mineralization of the wood structure with magnesium compounds resulted in increased dimensional stability, reduced water absorption, and enhanced bulking and density of the wood. Moreover, the contact angle of water droplets on the wood’s surface decreased following impregnation with magnesium compounds, while the surface roughness of the wood increased. Mineral impregnation significantly enhances the bending strength, modulus of elasticity, impact resistance, and fire resistance of wood, regardless of heat treatment. The combined impregnation method consistently outperforms the other method.

本研究旨在探讨镁基化合物对杉木的浸渍作用。采用联合浸渍和分离浸渍两种方法浸渍热处理和未处理的样品。浸渍过程采用了真空和加压的伯特利方法。对浸渍后的样品进行了重量增加、体积膨胀、水浸泡测试、水滴接触角、机械性能和耐火性的评估。此外,还进行了SEM和EDAX分析,以评估木结构在浸渍前后的变化。结果表明,Sorel水泥填充了某些区域的孔隙和空腔,细胞壁和细胞腔中积聚了颗粒,浸渍样品中Mg, Cl和O元素的存在增加。此外,物理性能分析表明,浸渍后木材性能得到改善,其中组合浸渍法在增重率方面表现出最显著的性能。电子显微镜证实了在两种木材的细胞空隙中形成的氯氧镁水泥结构。镁化合物对木结构的矿化提高了木材的尺寸稳定性,降低了木材的吸水率,增强了木材的体积和密度。镁化合物浸渍后,木材表面水滴接触角减小,木材表面粗糙度增大。矿物浸渍显著提高木材的抗弯强度、弹性模量、抗冲击性和耐火性,而不考虑热处理。复合浸渍法始终优于其他浸渍法。
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引用次数: 0
Real-time tracking of the characteristics of strands in OSB production lines 实时跟踪定向刨花板生产线中刨花的特性
IF 3.1 2区 农林科学 Q1 FORESTRY Pub Date : 2024-11-27 DOI: 10.1007/s00226-024-01619-1
Wujun Hong, Yunfeng Shi, Ziwei Huo, Wanzhao Li, Changtong Mei

Strand characteristics, i.e. orientation, length, width, and size, have a substantial effect on the mechanical properties of Oriented Strand Board (OSB). In this study, an automatic method was established to obtain the characteristics of the strands on the surface layer of the OSB mattress in real time by taking images and using neural networks. The Segment Anything Model was used to extract surface layer strands, the YOLOv5 model was used to distinguish and position strands, and the minimum bounding rectangle algorithm was used to measure characteristics of each strand. Based on the results obtained from manual measurement, the performance of the automatic method was evaluated. In laboratory tests, this method presents great performance in extracting and distinguishing characteristics of strands. This method also shows good adaptability for production line application. In the production line, around 80% of strands can be correctly extracted and distinguished, with a strong correlation between manual measurements and automatic method results (R2 > 0.97). It takes 37.7ms to process one image containing approximately 500 strands. Strand orientation in the production line nearly concords with normal distribution (N (-1.25, 30.52)). The size of strands significantly affects the relative intensity of the strand orientation (with P < 0.05). There is a positive and linear relationship between the strand size and the orientation of strands. The outputs of this study contribute to a better understanding and management of OSB manufacture in the production line.

刨花的特性,即方向、长度、宽度和尺寸,对定向刨花板(OSB)的机械特性有很大影响。本研究建立了一种自动方法,通过拍摄图像和使用神经网络,实时获取定向刨花板床垫表层刨花的特征。使用 Segment Anything 模型提取表层股线,使用 YOLOv5 模型区分和定位股线,使用最小边界矩形算法测量每条股线的特征。在人工测量结果的基础上,对自动方法的性能进行了评估。在实验室测试中,该方法在提取和区分股线特征方面表现出色。该方法在生产线应用中也表现出良好的适应性。在生产线上,大约 80% 的钢绞线可以被正确提取和区分,人工测量结果与自动方法结果之间具有很强的相关性(R2 > 0.97)。处理一张包含约 500 条股的图像需要 37.7 毫秒。生产线上的股方向几乎符合正态分布(N (-1.25, 30.52))。股的大小明显影响股方向的相对强度(P < 0.05)。股的大小与股的方向呈正线性关系。这项研究的成果有助于更好地理解和管理生产线上的定向刨花板生产。
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引用次数: 0
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