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Study on properties of SiO2 mineralized delignification and hydrogel treated poplar wood composites SiO2矿化脱木质素及水凝胶处理杨木复合材料性能研究
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-09-08 DOI: 10.1007/s00226-025-01687-x
Quan Li, Lin Li, Keqing Wang, Peng Peng, Xinnian Guo, Yanyan Sun, Qingqiu Yan, Huimin Zhang

In this study, the natural biomineralization process was simulated using NaClO2 to remove lignin, thereby exposing the cellulose skeleton of poplar. The biocompatibility was enhanced through gelatin gel impregnation, which provided nucleation sites for subsequent SiO2 mineralization. The in-situ mineralization of SiO2 within the cell wall and cell cavity of poplar was achieved via the sol-gel method, utilizing tetraethyl orthosilicate as the silicon source, in conjunction with pH adjustment and a low-voltage electrostatic field. Consequently, SiO2 mineralized delignification and hydrogel treated poplar wood composites (SDP) were prepared, featuring SiO2 mineralized delignification and hydrogel treatment. The detection and analysis of the physical performance indicators of SDP revealed a weight% gain of 12.56%, an increase in absolute dry density, and significantly reduced radial and chordwise saturated water swelling rates and water absorption rates. Surface color and glossiness analyses indicated that the color of SDP darkened and its glossiness decreased. The water contact angle test demonstrated an enhancement in the hydrophilicity of the SDP surface. Fourier transform infrared spectroscopy analysis confirmed the formation of organic-inorganic hybrid structures between SiO2 and poplar wood. Thermogravimetric analysis indicated that SDP exhibited improved thermal stability and increased activation energy, suggesting a more stable chemical structure and a more challenging pyrolysis reaction. Scanning electron microscopy and X-ray energy dispersive spectrometry revealed a uniform distribution of SiO2 within SDP, resulting in a dense SiO2 film layer and filler. This study presented a novel method for enhancing the performance and added value of fast-growing poplar wood, offering a new strategy for the development of high-performance biomass composite materials.

本研究模拟天然生物矿化过程,利用NaClO2去除木质素,从而暴露杨树的纤维素骨架。明胶浸渍增强了生物相容性,为后续SiO2矿化提供了成核位点。以正硅酸四乙酯为硅源,结合pH调节和低压静电场,采用溶胶-凝胶法对杨树细胞壁和细胞腔内的SiO2进行了原位矿化。因此,制备了SiO2矿化脱木质素和水凝胶处理的杨木复合材料(SDP),该复合材料采用SiO2矿化脱木质素和水凝胶处理。物理性能指标检测和分析表明,SDP增重12.56%,绝对干密度增加,径向和弦向饱和水膨胀率和吸水率显著降低。表面颜色和光泽度分析表明,SDP的颜色变暗,光泽度下降。水接触角试验表明,SDP表面亲水性增强。傅里叶变换红外光谱分析证实SiO2与杨木之间形成有机-无机杂化结构。热重分析表明,SDP具有更好的热稳定性和更高的活化能,表明SDP具有更稳定的化学结构和更具有挑战性的热解反应。扫描电镜和x射线能谱分析显示,SiO2在SDP内分布均匀,形成致密的SiO2膜层和填料。本研究为提高速生杨木的性能和附加值提供了一种新的方法,为高性能生物质复合材料的开发提供了新的策略。
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引用次数: 0
Large-area hydrophobic transparent wood with near-infrared fluorescence for solar energy conversion 大面积疏水透明木材,具有近红外荧光,用于太阳能转换
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-09-08 DOI: 10.1007/s00226-025-01699-7
Renhao Ma, Chuanbin Qiu, Fangkai Du, Xuecai Tan

The use of light-harvesting substances to enhance natural photosynthesis has become a central theme in the field of materials and botanical studies. However, most light-harvesting substances are derived from sources that are not eco-friendly. Moreover, the limited range of light harvesting contributes to low efficiency. Herein, we report a novel large-size hydrophobic transparent wood decorated with near-infrared carbon dots (NIR-CDs) for harvesting sunlight. Residual oxidants were eliminated from dignified wood using ascorbic acid, and a hydrophobic coating Polydimethylsiloxane (PDMS) was applied to the surface of the transparent wood. Near-infrared carbon dots (NIR-CDs), derived from bamboo foliage within a schoolyard, were integrated into the transparent wood. The resultant LHW@NIR-CDs, with a recorded thickness of 1 mm and a light transmittance of approximately 90%, not only exhibit superior mechanical properties, but they also efficiently absorb and transform ultraviolet and near-infrared radiation into visible light, showcasing a prolonged excited state. The LHW@NIR-CDs enhance the natural photosynthesis of separated chloroplasts and live vegetation. Our engineered composite light-harvesting material, LHW@NIR-CDs, boosts the photosynthetic rate of isolated chloroplasts by 27.51%. When applied to practical agricultural cultivation, the use of LHW@NIR-CDs increased the dry weight and chlorophyll content of green pea shoots by 22.70% and 12.82%, respectively.

利用光收集物质增强自然光合作用已成为材料和植物学研究领域的一个中心主题。然而,大多数光收集物质的来源都是不环保的。此外,有限的光收集范围导致了低效率。在此,我们报道了一种新型的大尺寸疏水透明木材,装饰有近红外碳点(NIR-CDs),用于收集阳光。使用抗坏血酸去除木材上残留的氧化剂,并在透明木材表面涂上疏水涂层聚二甲基硅氧烷(PDMS)。近红外碳点(NIR-CDs)来源于校园内的竹叶,被整合到透明木材中。所得的LHW@NIR-CDs厚度为1毫米,透光率约为90%,不仅具有优越的机械性能,而且还能有效地吸收紫外线和近红外辐射并将其转化为可见光,呈现出长时间的激发态。LHW@NIR-CDs增强了分离叶绿体和活植被的自然光合作用。我们设计的复合光收集材料LHW@NIR-CDs将分离叶绿体的光合速率提高了27.51%。在实际农业栽培中,LHW@NIR-CDs处理可使青豌豆苗的干重和叶绿素含量分别提高22.70%和12.82%。
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引用次数: 0
In-situ activated pore structure engineering via Ca(AC)2 template towards high areal capacity for wood-derived thick carbon electrode in lithium-ion batteries 基于Ca(AC)2模板的高面积容量木质厚碳电极原位活化孔结构工程
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-09-06 DOI: 10.1007/s00226-025-01701-2
Yifan Wang, Jingjiang Yang, Yanbo Liu, Gaigai Duan, Ruizhi Yu, Xiaoshuai Han, Jingquan Han, Chunmei Zhang, Shuijian He, Shaohua Jiang

Natural woods are increasingly recognized as promising green candidates for high areal capacity wood-based hard carbon thick electrodes (WHCTEs). Their unique 3-D transport network features abundant straight, open channels aligned along the longitudinal direction, which has attracted significant attention in recent years. However, direct carbonization yields underdeveloped pore structures, restricting electrochemical active surfaces and lithium storage performance. To address this issue, calcium acetate (Ca(AC)2) was employed as a templating agent to engineer hierarchical porous architectures. Systematic studies reveal adjustable Ca(AC)2 dosage effectively modulates pore structures, with BET analysis confirming meso-/macropore distributions (2–130 nm) in all samples. This optimized porosity reduces electrode impedance and enhances lithium storage, delivering record areal capacities of 6.81/3.89 mAh cm-2 at 0.1/1.0 mA cm-2, which is 190%/110% higher than commercial graphite electrode (3.5–3.6 mAh cm-2. Kinetic analysis further identifies an “adsorption-insertion” dual lithium storage mechanism. The widely distributed porosity significantly contributes to performance improvements, demonstrating a viable strategy for developing sustainable WHCTEs. These findings provide critical insights for designing thick carbon electrodes in alkali-metal-ion batteries.

天然木材越来越被认为是高面积容量木基硬碳厚电极(WHCTEs)的有前途的绿色候选者。它们独特的三维运输网络以大量沿纵向排列的笔直、开放通道为特征,近年来引起了人们的极大关注。然而,直接碳化导致孔隙结构不发达,限制了电化学活性表面和锂的存储性能。为了解决这个问题,醋酸钙(Ca(AC)2)被用作模板剂来设计分层多孔结构。系统研究表明,可调节的Ca(AC)2剂量可有效调节孔隙结构,BET分析证实了所有样品中介孔/大孔分布(2 - 130 nm)。这种优化的孔隙度降低了电极阻抗,增强了锂的存储能力,在0.1/1.0 mA cm-2的条件下提供了创纪录的6.81/3.89 mAh cm-2的面积容量,比商用石墨电极(3.5-3.6 mAh cm-2)高出190%/110%。动力学分析进一步确定了“吸附-插入”双锂储存机制。广泛分布的孔隙度显著有助于性能的提高,证明了开发可持续的高强度页岩气的可行策略。这些发现为设计碱金属离子电池中的厚碳电极提供了重要的见解。
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引用次数: 0
Morphologic evolution in simulated wood densification 模拟木材致密化的形态演化
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-30 DOI: 10.1007/s00226-025-01692-0
Alessia Ferrara, Júlio O. Amando de Barros, Sophie Marie Koch, Falk K. Wittel

This study investigates the radial densification of spruce wood using explicit finite element method simulations, focusing on the effects of various densification protocols. These protocols include quasi-static mechanical densification, transverse vibration-assisted mechanical densification, and self-densification through shrinking hydrogel fillings and their impact on the morphogenesis of folding patterns across different tissue types. The simulations incorporate the anisotropic mechanical behavior of wood tracheid walls and account for moisture and delignification effects using a hierarchical approach. Our results reveal the technological potential of targeted densification in creating tailored density profiles that enhance stiffness and strength. These insights offer valuable guidance for optimizing densification processes in practical applications.

本研究使用显式有限元方法模拟云杉木材的径向致密化,重点研究了各种致密化协议的影响。这些方案包括准静态机械致密化,横向振动辅助机械致密化,以及通过收缩水凝胶填充及其对不同组织类型折叠模式形态发生的影响进行自致密化。模拟结合了木材管胞壁的各向异性力学行为,并使用分层方法考虑了水分和脱木质素效应。我们的研究结果揭示了定向致密化的技术潜力,可以创建定制的密度剖面,提高刚度和强度。这些见解为在实际应用中优化致密化过程提供了有价值的指导。
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引用次数: 0
Advancements in wood processing utilizing polymers for “transparent” wood composites: a technical review and Meta-analysis 木材加工利用聚合物“透明”木材复合材料的进展:技术回顾和荟萃分析
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-30 DOI: 10.1007/s00226-025-01693-z
Paschalina Terzopoulou, Dimitris S. Achilias, Evangelia C. Vouvoudi

Concerns about environmental deterioration, resource depletion and climate change have fueled a surge in worldwide interest in sustainable materials these recent years. This interest is especially strong in businesses that rely on non-renewable resources, such as building, transportation and packaging. In this paper, there has been a process toward investigating alternative materials, which have both environmental advantages and functional capabilities equivalent to, or even superior to, traditional counterparts. This review and meta-analysis aims to assess the present status of technical research on “transparent” wood manufacture, by utilizing even recyclable polymers. This study evaluates the methods used, the attributes gained, obstacles encountered and possible uses of such new materials. A technical literature search was undertaken utilizing several databases, such as PubMed and Web of Science and pertinent scholarly journals. The inclusion criteria included peer-reviewed studies on alternative wood production utilizing various polymers. The data extraction includes polymer types, production procedures, optical and mechanical properties and limitations described in the research. Several technologies, including impregnation and hot pressing, have been used to create novel composites. “Transparent” wood composites demonstrated promising optical transparency, mechanical strength and thermal stability when compared to standard approaches. Scalability, durability and cost-effectiveness have been referred as major problems in the manufacture of “transparent” wood composites, so to the moment their market impact is low. Despite limitations, the accurate research revealed potential uses in design, renewable energy and the sustainable packaging industries.

近年来,对环境恶化、资源枯竭和气候变化的担忧促使全球对可持续材料的兴趣激增。在建筑、运输和包装等依赖不可再生资源的行业,这种兴趣尤其强烈。在本文中,有一个研究替代材料的过程,这些材料既具有环境优势,又具有与传统材料相当的功能,甚至优于传统材料。这篇综述和荟萃分析旨在评估利用可回收聚合物制造“透明”木材的技术研究现状。本研究评估了使用的方法,获得的属性,遇到的障碍和可能的用途,这些新材料。利用几个数据库进行技术文献检索,如PubMed和Web of Science以及相关的学术期刊。纳入标准包括利用各种聚合物的替代木材生产的同行评审研究。数据提取包括聚合物类型、生产过程、光学和机械性能以及研究中描述的限制。包括浸渍和热压在内的几种技术已被用于制造新型复合材料。与标准方法相比,“透明”木质复合材料表现出良好的光学透明度、机械强度和热稳定性。可扩展性、耐用性和成本效益被认为是制造“透明”木质复合材料的主要问题,因此目前它们的市场影响很小。尽管有局限性,准确的研究揭示了在设计,可再生能源和可持续包装行业的潜在用途。
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引用次数: 0
Tropical wood and their properties in relation to ecological temperament 热带木材及其特性与生态气质的关系
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-30 DOI: 10.1007/s00226-025-01697-9
Estelle Nkene Mezui, Loïc Brancheriau, Daniel Guibal, Rostand Moutou Pitti

Gabon is a tropical country with vast forested areas, covering more than 80% of its territory. These forested areas contain a wide diversity of tree species that are still little studied, particularly in terms of the ecological profile of species in relation to their technological properties. This study aimed to highlight the differences among three ecological temperaments by analyzing fifteen properties from CIRAD physical-mechanical database. The species studied were forty-eight tropical hardwoods from Gabon. The results showed differences in ecological temperaments for two of the fifteen properties selected. Shade-tolerant species had better resistance to shear than hemi-heliophilous and light-demanding species. They were also relatively more resistant to fractionation than species in the other two groups. Statistically, there was no difference between the hemi-heliophilous and pioneer groups. Most of the properties studied were positively correlated with each other, particularly the mechanical properties with density. The linear relationships between wood density, on one hand, and shear, splitting, perpendicular tension and hardness, on the other hand, were found to be dependent on ecological temperament.

加蓬是一个热带国家,拥有广阔的森林地区,占其领土的80%以上。这些森林地区有各种各样的树种,但对这些树种的研究仍然很少,特别是在与它们的技术特性有关的物种的生态概况方面。本研究旨在通过分析CIRAD物理力学数据库中的15种特性来突出三种生态气质之间的差异。研究的物种是来自加蓬的48种热带硬木。结果显示,在所选的15种特性中,有两种的生态特性存在差异。耐阴品种的抗剪能力优于半喜光品种。与其他两组相比,它们对分馏的抵抗力也相对更强。在统计上,半嗜日者和拓荒者之间没有差异。所研究的大多数性能之间存在正相关关系,特别是力学性能与密度之间的正相关关系。木材密度与剪切、劈裂、垂直张力和硬度之间的线性关系依赖于生态气质。
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引用次数: 0
Mechanism of transverse mechanical property evolution in bamboo induced by flattening 扁平化诱导竹材横向力学性能演化机制
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-30 DOI: 10.1007/s00226-025-01698-8
Yihan Zhao, Xiuying Xie, Longchao Ma, Xinzhou Wang, Yanjun Li

This study explores how flattening transforms transverse mechanical properties of bamboo through the redistribution of vascular bundles and residual stresses. Using dual-scale characterization and mechanical testing, we reveal that: (1) Flattening enhances transverse strength, with non-notched flattened bamboo achieving peak compression strength (23.3 MPa) and tension strength (9.4 MPa), while notched flattened bamboo excels in the small-size tension test (10.8 MPa); (2) Size effects arise from structural reorganization rather than stochastic defects; (3) Specific strength analysis demonstrates the lightweight advantage of notched flattened bamboo, confirming flattening improves the intrinsic mechanical efficiency beyond densification. These mechanistic insights address critical gaps in engineered bamboo design, enabling tailored applications.

本研究探讨扁平化如何通过维管束和残余应力的重新分布改变竹子的横向力学性能。通过双尺度表征和力学试验,我们发现:(1)压平提高了横向强度,无缺口压平竹的峰值抗压强度为23.3 MPa,拉伸强度为9.4 MPa,而缺口压平竹在小尺寸拉伸试验中表现优异(10.8 MPa);(2)规模效应产生于结构重组而非随机缺陷;(3)比强度分析表明了缺口扁平竹的轻量化优势,证实了扁平竹在致密化之外提高了内在力学效率。这些机械见解解决了工程竹设计中的关键空白,实现了量身定制的应用。
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引用次数: 0
Isolation and identification of extracted components from Wenge (Millettia laurentii) heartwood and the mechanism of color change 文革心材提取成分的分离鉴定及其变色机理研究
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-20 DOI: 10.1007/s00226-025-01695-x
Riho Toyoda, Kosei Yamauchi, Tohru Mitsunaga

The heartwood of Wenge (Millettia laurentii) has been used as decorative fine furniture owing to its luxurious color and regular fine grain. However, over time, heartwood turns from purple-brown to dark brown and eventually fades, reducing its wood value. The structures of the pigment compounds in wood and the mechanism underlying this discoloration are unclear. Using nuclear magnetic resonance (NMR) spectroscopy and matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS), fourteen compounds (114), including nine new dye compounds (25, 8, 1114), were identified in the methanol extract of Wenge heartwood. Among them, 2, 4, and 5 are orange isoflavane quinones; 8 and 11 are yellow flavonols; 12 is a brown pterocarpan; and 14 is a purple benzofuran quinone, which are considered characteristic of Wenge. The absolute stereoconfigurations of 2, 3, 5, and 12 were identified by comparing the calculated electronic circular dichroism (ECD) spectra with the measured values. To investigate the color-change mechanism of Wenge, the structural changes under room fluorescent light of 2, the main dye compound, was determined using NMR and MALDI-TOF-MS analysis. These results indicate the formation of dark colored pterocarpane ortho-quinone, which causes the darkening of the wood surface.

文革(Millettia laurentii)心材因其色彩奢华、纹理规整,一直被用作装饰精美的家具。然而,随着时间的推移,心材从紫褐色变成深褐色,最终褪色,降低其木材价值。木材中色素化合物的结构和这种变色的机制尚不清楚。利用核磁共振(NMR)和基质辅助激光解吸/电离飞行时间质谱(MALDI-TOF-MS)技术,从文革心材甲醇提取物中鉴定出14个化合物(1 ~ 14),其中包括9个新的染料化合物(2 ~ 5、8、11 ~ 14)。其中,2、4、5为橙异黄酮醌类;8和11为黄酮醇;12是棕色的翼龙;14是紫色苯并呋喃醌,被认为是文革的特征。通过计算的电子圆二色性(ECD)光谱与实测值的比较,确定了2、3、5和12的绝对立体构型。为了研究文革的变色机理,采用NMR和MALDI-TOF-MS分析方法测定了文革主要染料化合物2在室内荧光下的结构变化。这些结果表明形成了深色的翼烷对醌,导致木材表面变暗。
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引用次数: 0
Temperature-dependent orthotropic swelling of Chinese fir assessed by digital image correlation combined with X-ray densitometry 用数字图像相关和x射线密度测定法评价杉木的温度相关正交各向异性膨胀
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-20 DOI: 10.1007/s00226-025-01691-1
Fengze Sun, Wendi Wang, Xingzhu Yi, Hui Peng, Zhu Li, Jiali Jiang, Tianyi Zhan, Liping Cai, Jianxiong Lyu

Wood is a naturally capillary absorbing material with a hierarchical structure. Understanding the orthotropic imbibition dynamics of water and corresponding swelling in wood is valuable for providing guidance for the movement of water and impregnating liquids during wood processing and utilization. In this study, we performed a one-side imbibition test with 25℃ and 50℃ water, by combining the digital image correlation (DIC) and X-ray densitometry to evaluate the orthotropic imbibition behaviour and corresponding temperature-dependent water uptake-induced swelling of Chinese fir (Cunninghamia lanceolata [Lamb.] Hook). The results showed that the water imbibition height and average moisture content (MC) at water temperature of 50℃ were higher than those at 25℃. After 24 h of imbibition, average MC at 50℃ was 1.3 to 1.9 times than at 25℃ along three directions. The enhancement of water uptake amount along the longitudinal direction by high water temperature was weaker due to the closed structure of the tracheids. Moreover, transverse swelling strain (εR and εT) was greater at higher temperature. The εR of latewood demonstrated stronger temperature dependence than that of earlywood, which was attributed to more swelling of the thicker cell wall due to water at higher temperature. Notably, latewood exerted a restraining effect on adjacent earlywood in transverse swelling, and the effect increased with increasing strain of latewood. A correspondence between MC and radial strain was established at growth rings level, offering theoretical guidance for understanding water movement in wood and evaluating structure-property relationships within growth rings.

木材是一种具有层次结构的天然毛细吸收材料。了解水在木材中的正交各向异性吸胀动力学及其相应的膨胀现象,对于指导木材加工利用过程中水和浸渍液体的运动具有重要意义。本研究采用数字图像相关(DIC)和x射线密度测定相结合的方法,对杉木(Cunninghamia lanceolata [Lamb])在25℃和50℃水条件下的单侧吸胀特性进行了研究。]钩)。结果表明:50℃时的吸水高度和平均含水率均高于25℃时;渗吸24 h后,3个方向上50℃下的平均mcc是25℃下的1.3 ~ 1.9倍。由于管胞的封闭结构,高水温对纵向吸水量的增强作用较弱。温度越高,横向膨胀应变(εR和εT)越大。晚木的εR表现出较强的温度依赖性,这是由于较高温度下水分对较厚细胞壁的溶胀作用较大。在横向膨胀方面,晚木对相邻早木有抑制作用,且随着晚木应变的增加,抑制作用增强。在生长年轮水平上建立了MC与径向应变的对应关系,为理解木材内部水分运动和评价生长年轮内部结构-性能关系提供了理论指导。
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引用次数: 0
Automated species discrimination and feature visualization of closely related Pterocarpus wood species using deep learning models: comparison of four convolutional neural networks 基于深度学习模型的近缘杉木树种自动识别与特征可视化:四种卷积神经网络的比较
IF 3 2区 农林科学 Q1 FORESTRY Pub Date : 2025-08-20 DOI: 10.1007/s00226-025-01690-2
Shoujia Liu, Chang Zheng, Tuo He, Weihui Zhan, Peter Gasson, Yang Lu, Yafang Yin

Species identification is crucial in biodiversity conservation including combating the illegal trade in timbers. Traditional methods usually cannot identify timbers to the species-level and the sharp decline in the number of taxonomists has exacerbated this challenge. Several attempts have been made to utilize computer vision for wood identification, but some fundamental problems remain regarding dataset split (training, validation and test dataset), model performance, and how deep learning models interpret complex wood anatomical features. Cross-sectional images of seven endangered Pterocarpus species were obtained from the scientific wood collection (Wood Collection of Chinese Academy of Forestry), and four convolutional neural network models (ResNet-50, ResNet-152, WideResNet-50, and SEResNet-50) were trained and tested at specimen-level after image data augmentation, i.e. Crop (C), Rotating before Center Cropping (RC). Layer class activation mapping (Layer-CAM) was used to investigate diagnostic characters to identify each species. The results indicated that the accuracy of the four models was higher when the images were preprocessed using the RC strategy than C strategy. We found that WideResNet-50 identified Pterocarpus samples to 87.56% accuracy, outperforming the other three models. The heat maps showed that the models identified the same features recognized by the human eyes. All four deep learning models focused on the axial parenchyma groupings and vessel groupings of the xylem, although the features detected varied slightly for the different models. These results demonstrate that computer vision-based species identification is a practical means to identify wood samples and can be used to help prevent the illegal trade of timbers and conserve species diversity without relying on taxonomic knowledge and expertise.

物种鉴定对生物多样性保护至关重要,包括打击非法木材贸易。传统的方法通常不能在物种水平上识别木材,而分类学家数量的急剧下降加剧了这一挑战。利用计算机视觉进行木材识别已经进行了多次尝试,但是关于数据集分割(训练、验证和测试数据集)、模型性能以及深度学习模型如何解释复杂的木材解剖特征等一些基本问题仍然存在。利用中国林业科学研究院木材采集中心采集到的7种濒危狐尾树(Pterocarpus)的横切面图像,对图像数据增强后的4个卷积神经网络模型(ResNet-50、ResNet-152、WideResNet-50和SEResNet-50)进行训练和样本水平测试,即Crop (C)、rotation before Center Crop (RC)。利用层类激活图(Layer- cam)研究诊断性状,对各物种进行鉴定。结果表明,采用RC策略对图像进行预处理时,4种模型的准确率均高于C策略。研究发现,WideResNet-50对翼果树样本的识别准确率为87.56%,优于其他三种模型。热图显示,这些模型识别的特征与人眼识别的特征相同。所有四种深度学习模型都关注木质部的轴向薄壁组织和导管组织,尽管不同模型检测到的特征略有不同。这些结果表明,基于计算机视觉的物种识别是一种实用的木材样本识别手段,可以帮助防止木材非法贸易和保护物种多样性,而无需依赖分类学知识和专业知识。
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引用次数: 0
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Wood Science and Technology
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