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WD Detector: deep learning-based hybrid sensor design for wood defect detection
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-02-04 DOI: 10.1007/s00107-025-02211-5
Kenan Kılıç, Kazım Kılıç, İbrahim Alper Doğru, Uğur Özcan

The fast-growing human demands in the world are leading to the expansion of industrialization. As wooden materials are increasingly used in industrial settings, detecting defects in wood has become crucial. Wood defects adversely affect the quality and durability of materials. A wood defect detection method, named WD Detector, is proposed in this study to identify wood defects. There are 18,284 defective wood surface images and 1,992 undefect wood images in a dataset of 20,276 wood images used for wood defect detection. 12 different classical machine learning algorithms are used to classify wood defects after extracting features from images with various CNNs and transfer learning approaches. In this study, feature extraction is performed by training the Xception CNN model. Once the features are extracted, classical machine learning algorithms are used to classify the wood defects. For the first time, a deep learning-based hybrid sensor design has been implemented on this dataset for wood defect detection. WD Detector achieved 99.32% accuracy in detecting wood surface defects using the new method. The success of this study’s method in detecting wood defects is believed to pave the way for future studies.

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引用次数: 0
The link frame model (LFM), a tool for the seismic analysis of timber frame buildings considering system effects
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-02-04 DOI: 10.1007/s00107-025-02201-7
Nicol López, Sebastián Berwart, Pablo Guindos

This article proposes a model that makes possible the seismic analysis of timber frame multistory buildings in general-purpose software. The model is entitled link frame model (LFM) and shows the following advantages in comparison to previous models: (1) it can model shearwalls only with frame elements and links with errors close to 0% with respect to analytical code models such as e.g. the special design provisions for wind and seismic (SDPWS); (2) for seismic analysis, both the static analysis method and the modal spectral analysis method can be used, in addition to the gravitational analysis; (3) the computation of the natural period shows deviations close to 0% in comparison with eigenvalues and eigenvectors; (4) it can be implemented in general purpose structural analysis software such as e.g. ETABS or SAP2000; and (5) building system effects, i.e. interaction of shearwalls with other assemblies, can optionally be captured if assigning the proper diaphragm out-of-plane flexural stiffness. Given the great impact of this last aspect in practical design, and the lack of its research, this paper does not only present the model and validation itself, but also analyzes the consequences of considering system effects in a representative case study building. The analysis demonstrates that the average shearwall tension (uplift) of regular buildings can decrease by 80% if considering system effects, which could make timber buildings much more cost competitive in seismic countries.

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引用次数: 0
Correction: Machine learning based density estimation of light red meranti (Shorea spp.): a segmented approach to multiple regression of self-organising maps colour clusters using custom made ‘KayuSort’ colour sorting software
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-02-04 DOI: 10.1007/s00107-025-02209-z
Chiat Oon Tan, Shigenobu OGATA, Siew-Cheok Ng, Hwa Jen Yap, Zuriani Usop, Mohd’ Akashah Fauthan, Khairuddin Mahalil, Shaer Jin Liew
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引用次数: 0
Correction: The impact of primers for wood bonding on beech wood’s Young’s modulus
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-02-04 DOI: 10.1007/s00107-025-02210-6
Thomas Böger, Max Engelhardt, Klaus Richter, Antoni Sanchez-Ferrer
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引用次数: 0
Development of swelling pressure in paulownia and Norway spruce during moisture absorption
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-23 DOI: 10.1007/s00107-025-02204-4
Hajir Al-musawi, Gerhard Emsenhuber, Bernhard Ungerer, Georg Baumann, Florian Feist, Ulrich Müller

Wood hybrid materials have gained significant attention for advanced technical applications over the past decade. In contrast to other materials, wood’s hygroscopic nature causes swelling and shrinkage, leading to differential expansion in hybrid systems under varying humidity conditions. When wood’s swelling is restrained by surrounding materials, stresses develop within both the wood and its adjacent components. To study this phenomenon, swelling tests were conducted on kiln-dried paulownia (Paulownia elongata) and Norway spruce (Picea abies) in a climate chamber at 20 °C and 98% relative humidity, with expansion restricted in one direction. Moisture absorption initially exhibited a steep, linear increase, levelling off after approximately 2 h. Swelling pressures rose sharply, peaking after 30 h for paulownia and 19 h for spruce, before gradually decreasing due to increased moisture content and relaxation. The measured stresses were lower than the compressive strengths of both wood species at their respective moisture contents. Microscopic examinations showed no cellular damage in paulownia during moisture absorption due to swelling pressure. In contrast, spruce wood displayed cell wall deformations and ray’s kinking in the early wood region of radial samples, as well as cell wall bending in tangential samples. This indicates that maximum stress is determined by the localised failure of the wood’s cellular structure rather than its overall properties. Such local effects were more pronounced in spruce than in paulownia due to their different structure. As a result, paulownia shows excellent potential for use in hybrid structures due to its low swelling and shrinkage properties and uniform structure.

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引用次数: 0
Tool condition monitoring strategies from metal cutting: insights for optimizing wood-based material processing
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-23 DOI: 10.1007/s00107-024-02198-5
Yu-tang Chen, Jiao-hao Tian, Xiao-lei Guo, Bin Na

Tool condition monitoring (TCM) is essential for advancing the wood-based material processing industry, particularly in the context of rapid technological progress. Unlike metal cutting, wood-based material cutting presents unique challenges that require existing TCM systems to be carefully adapted. Despite its importance, research specifically targeting TCM in wood-based processing remains sparse, with most studies focusing on cutting mechanisms rather than monitoring solutions. This paper offers a comparative analysis, synthesizing insights from cutting mechanisms and TCM to address this gap. It further explores the broader integration of TCM into wood processing, highlighting current challenges and limitations. By bridging these knowledge gaps, the study provides a foundation for improving TCM applications in wood-based material cutting.

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引用次数: 0
Basalt grid reinforcement of lightweight plywood 玄武岩栅格采用轻质胶合板加固
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-17 DOI: 10.1007/s00107-024-02196-7
Marcus Cordier, Carsten Mai

By using basalt fibre grids as a reinforcing material, lightweight plywood with improved bending properties could be produced by using low density hardwood veneers and phenol-formaldehyde (PF) adhesives. The improvement in flexural strength would allow it to be used in a wider range of load-bearing applications. In this study, acrylate-coated basalt fibre grids with a grammage of 200g m(^{-2}) and uncoated basalt fibre grids with a grammage of 116g m(^{-2}) were inserted into the outer glue joints of five-layer lime (Tilia cordata) plywood as reinforcement. The plywood was bonded with two formulations of PF adhesive. The evaluation of the mechanical properties showed increases for the modulus of rupture (MOR) and the modulus of elasticity (MOE). The increase in MOR was up to 25% in the parallel direction of the top layers and up to 49% in the perpendicular direction of the top layers for plywood reinforced with the acrylate-coated basalt fibre grid compared to the unreinforced reference in a raw density-adjusted comparison. After treatment to evaluate moisture resistance under cyclic test conditions (MR), the reinforced plywoods exhibited similar bending strength to the unreinforced reference after standardised climate conditioning. At the same time, the addition of coated basalt fibre grid had no effect on surface soundness (SS). Therefore, the use of coated basalt grid as a reinforcing material could be a good way to produce high-strength plywood using low-density hardwood veneers.

通过使用玄武岩纤维网格作为增强材料,可以使用低密度硬木贴面和酚醛(PF)粘合剂生产具有改善弯曲性能的轻质胶合板。抗弯强度的提高将使其能够在更广泛的承重应用中使用。在本研究中,将重量为200g m (^{-2})的丙烯酸酯涂层玄武岩纤维网格和重量为116g m (^{-2})的未涂层玄武岩纤维网格插入五层石灰(椴树)胶合板的外胶缝中作为加固。胶合板用两种配方的PF胶粘剂粘接。力学性能的评价表明,断裂模量(MOR)和弹性模量(MOE)有所增加。MOR的增幅高达25% in the parallel direction of the top layers and up to 49% in the perpendicular direction of the top layers for plywood reinforced with the acrylate-coated basalt fibre grid compared to the unreinforced reference in a raw density-adjusted comparison. After treatment to evaluate moisture resistance under cyclic test conditions (MR), the reinforced plywoods exhibited similar bending strength to the unreinforced reference after standardised climate conditioning. At the same time, the addition of coated basalt fibre grid had no effect on surface soundness (SS). Therefore, the use of coated basalt grid as a reinforcing material could be a good way to produce high-strength plywood using low-density hardwood veneers.
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引用次数: 0
In situ structural changes of voids in OSB in three-point bending test 三点弯曲试验中OSB孔洞的原位结构变化
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-16 DOI: 10.1007/s00107-024-02194-9
Wanzhao Li, Yunfeng Shi, Wujun Hong, Juwan Jin, Changtong Mei

Oriented strand board (OSB) is widely used in construction due to its cost-effectiveness and good mechanical performances. While the relationship between processing parameters and void formation has been extensively studied, the real-time behavior of voids during mechanical loading remains poorly understood. This study investigated the dynamic relationship between void characteristics and mechanical properties of OSB using digital image correlation (DIC) technology during the three-point bending tests on 15 mm and 18 mm thick commercial panels. Results showed that the initial void sizes in the core and face layers averaged 0.019 mm² and 0.017 mm² respectively, with voidage being significantly higher in the core layer than in the face layers. The size of voids hardly changes when the loading force is lower than 0.7 times of the maximum loading force. Shear strain analysis revealed that structural changes were more pronounced in and around voids compared to other regions, especially in the core layer along the major axis. Fracture initiation was primarily associated with individual voids in face layers and areas of high void concentration in the core layer. Notably, continuous and large fractures enhance the specimen’s load-bearing capacity, resulting in high MOE and MOR values. Non-continuous fractures in the core layer, however, have limited contribution to increasing MOE and MOR of the specimens.

定向刨花板(OSB)因其具有成本效益和良好的机械性能而广泛应用于建筑中。虽然工艺参数与孔隙形成之间的关系已经得到了广泛的研究,但对机械加载过程中孔隙的实时行为仍然知之甚少。采用数字图像相关(DIC)技术研究了在15mm和18mm厚商用板的三点弯曲试验中,OSB的空洞特性与力学性能之间的动态关系。结果表明:岩心层和工作面层的初始空隙尺寸平均分别为0.019 mm²和0.017 mm²,岩心层的空隙明显大于工作面层;当加载力低于最大加载力的0.7倍时,孔隙大小几乎没有变化。剪切应变分析表明,与其他区域相比,孔洞内部及其周围的结构变化更为明显,特别是在长轴方向的核心层中。裂缝的起裂主要与工作面层中的单个空隙和岩心层中空隙浓度高的区域有关。值得注意的是,连续和大的断裂增强了试件的承载能力,从而导致较高的MOE和MOR值。然而,岩心层中的不连续裂缝对增加试样的MOE和MOR的贡献有限。
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引用次数: 0
Experimental investigations and model validation of compression rheological behavior in bamboo scrimber during the hot-pressing process 竹材热压过程中压缩流变特性的实验研究与模型验证
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-16 DOI: 10.1007/s00107-025-02200-8
Yanglin Ge, Jianxiong Lyu, Xingong Li, Xiaofeng Hao, Jianzheng Qiao, Kang Xu, Yiqiang Wu, Xianjun Li

The current study investigated the rheological behavior of a heat-treated and phenolic resin-impregnated bamboo bundle slab during the hot-pressing process. These findings have significant implications for advancing hot-pressing technology, conserving energy, and reducing emissions in the bamboo scrimber industry. The results revealed that stress relaxation played a dominant role in the hot-pressing process after reaching the target thickness of the slab, which was influenced by compression deformation stress, hygrothermal stress, and phenolic resin polycondensation. Higher hot-pressing temperature and initial moisture content (IMC) led to increased hygrothermal stress, causing delayed stress relaxation. Increasing target thickness or reducing target density could alleviate hygrothermal stress while phenolic resin curing facilitated stress relaxation by constraining compression deformation. Both the three-element generalized Maxwell model (average R2 = 0.95) and the five-element generalized Maxwell model (average R2 = 0.98) effectively described the slab stress relaxation; however high IMC caused excessive vapor pressure, leading to unsatisfactory fitting of the stage.

研究了酚醛树脂浸渍的热处理竹束板在热压过程中的流变行为。这些发现对推进热压技术、节约能源和减少竹材工业的排放具有重要意义。结果表明:在板坯达到目标厚度后的热压过程中,应力松弛起主导作用,受压缩变形应力、湿热应力和酚醛树脂缩聚的影响;较高的热压温度和初始含水率(IMC)导致湿热应力增加,导致应力松弛延迟。增加靶材厚度或降低靶材密度可以缓解湿热应力,而酚醛树脂固化通过抑制压缩变形促进应力松弛。三元广义Maxwell模型(平均R2 = 0.95)和五元广义Maxwell模型(平均R2 = 0.98)均能有效地描述板坯应力松弛;然而,高内压导致蒸汽压过高,导致舞台拟合不理想。
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引用次数: 0
Achieving maximum strength in oak wood (Quercus robur, L.) bonding: techniques for surface preparation and adhesive application 达到最大强度的橡木(栎木,L.)粘接:表面处理和粘合剂应用技术
IF 2.4 3区 农林科学 Q1 FORESTRY Pub Date : 2025-01-16 DOI: 10.1007/s00107-024-02179-8
Tomislav Gržan, Andrija Novosel, Vedrana Špada, Goran Mihulja, Vjekoslav Živković

The growing use of wood in construction, driven by architectural trends favouring smaller cross sections, often compromises the material's physical and mechanical properties, especially in hardwoods like oak, which are prone to instability and moisture-related deformations. To counteract these issues, researchers have developed reinforced wood products that incorporate materials such as steel, aluminium, carbon fibre reinforced polymer (CFRP), glass fibre reinforced polymer (GFRP), and basalt fibres, which enhance strength and stability while reducing dimensional changes. Despite these advances, there is limited research on optimal bonding techniques, particularly surface preparation, which is crucial for effective gluing. To address this gap, this study aims to determine the most suitable mechanical surface preparation and adhesive to achieve satisfactory gluing of oak to oak. Understanding the optimal surface preparation and bonding techniques is a crucial first step before exploring the incorporation of nonwood implants in the next phase of research. Therefore, this study investigates the influence of three surface machining methods (planing, sanding, and face milling) on the performance of bonded Slavonian oak joints (Quercus robur, L.) in dry and artificially aged state (AA). The various machined surfaces were tested using five adhesives: polyvinyl acetate (PVAC), 1k polyurethane (PUR1), fibre-reinforced polyurethane (PUR2), 2k polyurethane (PUR3), and epoxy adhesive (ER). The surface properties of the wood and the bonding properties of the glued wooden joints were measured. The wetting angle was tested according to EN 828, the surface energy was calculated according to the Wu and OWRK methods, while the compressive shear strength test samples were prepared and tested according to the ISO 6238 standard in the dry and AA state. Visual designation of the main failure patterns and scanning electron microscopy (SEM) of adhesive line integrity and adhesive penetration were also used to evaluate the joint bonding properties. The sanded surface results in the best wettability and the highest surface energy, which may be attributed to changes in surface morphology and structure of chemical components on the wood surface. The strength of PVAc glued joints was affected only by different machining, ER and PUR1 were affected by different machining and/or by AA, while PUR2 and PUR3 were affected neither by different machining nor by AA. PUR types of adhesives have proven to be the most suitable for bonding moisture-resistant face-milled, planed, or sanded joints.

在建筑趋势的推动下,越来越多的木材在建筑中的使用,往往会损害材料的物理和机械性能,特别是像橡木这样的硬木,容易不稳定和与潮湿有关的变形。为了解决这些问题,研究人员开发了增强木制品,其中包括钢、铝、碳纤维增强聚合物(CFRP)、玻璃纤维增强聚合物(GFRP)和玄武岩纤维等材料,这些材料可以提高强度和稳定性,同时减少尺寸变化。尽管取得了这些进展,但对最佳粘合技术的研究仍然有限,特别是对有效粘合至关重要的表面处理。为了解决这一差距,本研究旨在确定最合适的机械表面处理和粘合剂,以实现橡木与橡木的满意粘合。了解最佳的表面制备和粘合技术是在下一阶段研究中探索非木材植入物结合的关键的第一步。因此,本研究研究了三种表面加工方法(刨、砂和铣削)对斯拉瓦尼亚橡木(Quercus robur, L.)焊接接头在干燥和人工老化状态(AA)下性能的影响。采用五种胶粘剂:聚醋酸乙烯酯(PVAC)、1k聚氨酯(PUR1)、纤维增强聚氨酯(PUR2)、2k聚氨酯(PUR3)和环氧胶粘剂(ER)对各种加工表面进行测试。测试了木材的表面性能和胶合接头的粘合性能。润湿角按EN 828测试,表面能按Wu和OWRK方法计算,抗剪强度试验试样按ISO 6238标准在干燥和AA状态下制备和测试。通过对主要失效模式的目测和胶粘剂线完整性和渗透度的扫描电镜(SEM)对接头的粘结性能进行了评价。经砂处理的木材表面润湿性最好,表面能最高,这可能是由于木材表面化学成分的表面形态和结构发生了变化。PVAc胶合接头的强度仅受不同加工方式的影响,ER和PUR1受不同加工方式和/或AA的影响,而PUR2和PUR3不受不同加工方式和AA的影响。PUR类型的粘合剂已被证明是最适合粘接防潮面铣,刨,或砂接头。
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引用次数: 0
期刊
European Journal of Wood and Wood Products
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