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。
{"title":"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","authors":"Yifan Wang, Jingjiang Yang, Yanbo Liu, Gaigai Duan, Ruizhi Yu, Xiaoshuai Han, Jingquan Han, Chunmei Zhang, Shuijian He, Shaohua Jiang","doi":"10.1007/s00226-025-01701-2","DOIUrl":"10.1007/s00226-025-01701-2","url":null,"abstract":"<div><p>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)<sub>2</sub>) was employed as a templating agent to engineer hierarchical porous architectures. Systematic studies reveal adjustable Ca(AC)<sub>2</sub> 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<sup>-2</sup> at 0.1/1.0 mA cm<sup>-2</sup>, which is 190%/110% higher than commercial graphite electrode (3.5–3.6 mAh cm<sup>-2</sup>. 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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 6","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145005533","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}
Pub Date : 2025-08-30DOI: 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.
{"title":"Morphologic evolution in simulated wood densification","authors":"Alessia Ferrara, Júlio O. Amando de Barros, Sophie Marie Koch, Falk K. Wittel","doi":"10.1007/s00226-025-01692-0","DOIUrl":"10.1007/s00226-025-01692-0","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00226-025-01692-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918575","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}
Pub Date : 2025-08-30DOI: 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。
{"title":"Advancements in wood processing utilizing polymers for “transparent” wood composites: a technical review and Meta-analysis","authors":"Paschalina Terzopoulou, Dimitris S. Achilias, Evangelia C. Vouvoudi","doi":"10.1007/s00226-025-01693-z","DOIUrl":"10.1007/s00226-025-01693-z","url":null,"abstract":"<div><p>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 <i>meta</i>-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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00226-025-01693-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918574","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}
Pub Date : 2025-08-30DOI: 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.
{"title":"Tropical wood and their properties in relation to ecological temperament","authors":"Estelle Nkene Mezui, Loïc Brancheriau, Daniel Guibal, Rostand Moutou Pitti","doi":"10.1007/s00226-025-01697-9","DOIUrl":"10.1007/s00226-025-01697-9","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918535","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}
Pub Date : 2025-08-30DOI: 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.
{"title":"Mechanism of transverse mechanical property evolution in bamboo induced by flattening","authors":"Yihan Zhao, Xiuying Xie, Longchao Ma, Xinzhou Wang, Yanjun Li","doi":"10.1007/s00226-025-01698-8","DOIUrl":"10.1007/s00226-025-01698-8","url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144920537","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}
Pub Date : 2025-08-20DOI: 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 (1–14), including nine new dye compounds (2–5, 8, 11–14), 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.
{"title":"Isolation and identification of extracted components from Wenge (Millettia laurentii) heartwood and the mechanism of color change","authors":"Riho Toyoda, Kosei Yamauchi, Tohru Mitsunaga","doi":"10.1007/s00226-025-01695-x","DOIUrl":"10.1007/s00226-025-01695-x","url":null,"abstract":"<div><p>The heartwood of Wenge (<i>Millettia laurentii</i>) 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 (<b>1</b>–<b>14</b>), including nine new dye compounds (<b>2</b>–<b>5</b>, <b>8</b>, <b>11</b>–<b>14</b>), were identified in the methanol extract of Wenge heartwood. Among them, <b>2</b>, <b>4</b>, and <b>5</b> are orange isoflavane quinones; <b>8</b> and <b>11</b> are yellow flavonols; <b>12</b> is a brown pterocarpan; and <b>14</b> is a purple benzofuran quinone, which are considered characteristic of Wenge. The absolute stereoconfigurations of <b>2</b>, <b>3</b>, <b>5</b>, and <b>12</b> 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 <b>2</b>, 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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144869131","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}
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.
{"title":"Temperature-dependent orthotropic swelling of Chinese fir assessed by digital image correlation combined with X-ray densitometry","authors":"Fengze Sun, Wendi Wang, Xingzhu Yi, Hui Peng, Zhu Li, Jiali Jiang, Tianyi Zhan, Liping Cai, Jianxiong Lyu","doi":"10.1007/s00226-025-01691-1","DOIUrl":"10.1007/s00226-025-01691-1","url":null,"abstract":"<div><p>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 (<i>Cunninghamia lanceolata</i> [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 (<i>ε</i><sub>R</sub> and <i>ε</i><sub>T</sub>) was greater at higher temperature. The <i>ε</i><sub>R</sub> 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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144869133","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}
Pub Date : 2025-08-20DOI: 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。
{"title":"Automated species discrimination and feature visualization of closely related Pterocarpus wood species using deep learning models: comparison of four convolutional neural networks","authors":"Shoujia Liu, Chang Zheng, Tuo He, Weihui Zhan, Peter Gasson, Yang Lu, Yafang Yin","doi":"10.1007/s00226-025-01690-2","DOIUrl":"10.1007/s00226-025-01690-2","url":null,"abstract":"<div><p>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 <i>Pterocarpus</i> 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 <i>Pterocarpus</i> 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.</p></div>","PeriodicalId":810,"journal":{"name":"Wood Science and Technology","volume":"59 5","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144869062","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}