Prediction of Tensile Modulus of Elasticity of Earlywood and Latewood from Hybrid Larch

HUANG He; YANG Chen; LI Zhu; XIANG Elin; JIANG Jiali; ZHOU Yongdong

doi:10.12326/j.2096-9694.2025086

EVALUATION OF WOOD PROPERTIES OF DIRECTIONALLY CULTIVATED PINE TREES | Views : 0 下载量: 19 CSCD: 0 CNKI被引量: 0 Crossref: 0 Wos: 0 Scopus: 0 更多指标

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Prediction of Tensile Modulus of Elasticity of Earlywood and Latewood from Hybrid Larch
Research Institute of Wood Industry，Chinese Academy of Forestry，Beijing 100091，China
Vol. 39, Issue 6, Pages: 26-32(2025)
DOI： 10.12326/j.2096-9694.2025086
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黄鹤,杨晨,李珠等.杂种落叶松早材和晚材拉伸弹性模量预测[J].木材科学与技术,2025,39(06):26-32. DOI： 10.12326/j.2096-9694.2025086.

HUANG He,YANG Chen,LI Zhu,et al.Prediction of Tensile Modulus of Elasticity of Earlywood and Latewood from Hybrid Larch[J].Chinese Journal of Wood Science and Technology,2025,39(06):26-32. DOI： 10.12326/j.2096-9694.2025086.

摘要

以5 a、14 a、29 a和40 a的杂种落叶松（

Larix kaempferi

×L. gmelinii

9）最外侧5个生长轮早材和晚材的组织切片为研究对象，分析气干密度与拉伸弹性模量的相关关系，并利用表格先验数据拟合网络（Tabular prior-data fitted network，TabPFN）模型对拉伸弹性模量进行建模与预测。结果表明：4个树龄早材和晚材的拉伸弹性模量与气干密度均呈现正相关，晚材的决定系数（

）高于早材，两者数据联合拟合的结果显著优于单独拟合，

介于0.94至0.97之间。基于TabPFN构建的模型可实现落叶松早材与晚材拉伸弹性模量的预测，预测值与实测值平均相对误差（mean absolute percentage error，MAPE）为16.03%。研究结果可为落叶松木材拉伸弹性模量预测提供参考，为木材材质的快速评估提供理论依据。

Abstract

In this research

earlywood (EW) and latewood (LW) tissue slices were taken from the outermost five growth rings of hybrid larch (

Larix kaempferi

×L. gmelinii

9) at 5

and 40 years with an aim at revealing the variation of air-dry density and tensile modulus of elasticity (MOE)

as well as their correlation. Furth

ermore

a tabular prior-data fitted network (TabPFN) model was employed to simulate and predict tensile MOE. Results showed that

at any given tree age

a positive correlation was observed between the tensile MOE and air-dry density for both EW and LW

with the coefficients of determination (

²) being higher for LW than for EW. The combined fitting of EW and LW data yielded significantly better results than individual fittings

with

ranging from 0.94 to 0.97. A prediction model constructed based on TabPFN deep learning enabled the prediction of tensile MOE of EW and LW in hybrid larch

with a mean absolute percentage error (MAPE) of 16.03% between predicted and experimental values. These findings could support the prediction of tensile MOE of larch wood for rapidly evaluating wood quality.

关键词

Keywords

references

龚迎春 , 任海青 , 丁青锋 . 国产落叶松正交胶合木胶层剪切强度评价 [J ] . 木材科学与技术 , 2021 , 35 ( 2 ): 49 - 53 .

GONG Y C , REN H Q , DING Q F . Evaluation of bonding shear strength of cross-laminated timber fabricated with domestic larch [J ] . Chinese Journal of Wood Science and Technology , 2021 , 35 ( 2 ): 49 - 53 .

周贤武 , 张俊珍 , 周海宾 , 等 . 树龄对日本落叶松木材物理力学性质的影响 [J ] . 林业科技开发 , 2014 , 28 ( 4 ): 54 - 57 .

ZHOU X W , ZHANG J Z , ZHOU H B , et al . Tree age’s effects on physical and mechanical properties of Larix kaempferi wood [J ] . China Forestry Science and Technology , 2014 , 28 ( 4 ): 54 - 57 .

王斯栋 , 褚江依 , 陈东升 , 等 . 日本落叶松人工林不同生长势林木的木材物理力学性质 [J ] . 东北林业大学学报 , 2023 , 51 ( 1 ): 106 - 110 .

WANG S D , CHU J Y , CHEN D S , et al . Physical and mechanical properties of dominant-average-oppressed wood of Japanese larch [J ] . Journal of Northeast Forestry University , 2023 , 51 ( 1 ): 106 - 110 .

苗清丽 , 李雪峰 , 张含国 , 等 . 杂种落叶松家系不同年龄变异及早期选择 [J ] . 东北林业大学学报 , 2017 , 45 ( 4 ): 1 - 7 .

MIAO Q L , LI X F , ZHANG H G , et al . Variation and early selection of hybrid larch families in different ages [J ] . Journal of Northeast Forestry University , 2017 , 45 ( 4 ): 1 - 7 .

邵亚丽 , 邢新婷 , 赵荣军 , 等 . 不同林分长白落叶松木材气干密度和主要力学性质的变异性与相关性 [J ] . 中南林业科技大学学报 , 2012 , 32 ( 2 ): 141 - 146 .

SHAO Y L , XING X T , ZHAO R J , et al . Variability and relationship between wood density and main wood mechanical properties in different stand Larix olgensi [J ] . Journal of Central South University of Forestry & Technology , 2012 , 32 ( 2 ): 141 - 146 .

袁霄 , 钟慧娴 , 钟永 , 等 . 古建用落叶松木材物理力学性能预测及其影响因素 [J ] . 林业工程学报 , 2024 , 9 ( 2 ): 63 - 69 .

YUAN X , ZHONG H X , ZHONG Y , et al . Prediction of physical and mechanical properties and influencing factors of larch wood in historic buliding [J ] . Journal of Forestry Engineering , 2024 , 9 ( 2 ): 63 - 69 .

任素红 , 冯启明 , 吕建雄 , 等 . 杉木无性系管胞形态及其拉伸性能的研究 [J ] . 木材科学与技术 , 2021 , 35 ( 5 ): 12 - 17, 30 .

REN S H , FENG Q M , LYU J X , et al . Study on morphology and tensile properties of wood tracheid of Chinese fir clones [J ] . Chinese Journal of Wood Science and Technology , 2021 , 35 ( 5 ): 12 - 17, 30 .

BJÖRKLUND J , SEFTIGEN K , SCHWEINGRUBER F , et al . Cell size and wall dimensions drive distinct variability of earlywood and latewood density in Northern Hemisphere conifers [J ] . The New Phytologist , 2017 , 216 ( 3 ): 728 - 740 .

杨超 , 范付华 , 徐刚 . 马尾松次生维管组织的变化特征 [J ] . 林业科学研究 , 2023 , 36 ( 2 ): 186 - 194 .

YANG C , FAN F H , XU G . Variation characteristics of secondary vascular bundles in Pinus massoniana [J ] . Forest Research , 2023 , 36 ( 2 ): 186 - 194 .

LUOSTARINEN K , HERÄJÄRVI H . Relationship between anatomy and shear strength in wood of Larix sibirica [J ] . Holzforschung , 2018 , 72 ( 11 ): 1001 - 1006 .

MAŃKOWSKI P , KARWAT Z , LASKOWSKA A . Assessment of the modulus of rupture and modulus of elasticity in static bending of Yellow Pine earlywood and latewood [J ] . Forests , 2025 , 16 ( 2 ): 265 - 265 .

HUANG H , LI Z , LI Y , et al . Comparative studies on tensile mechanical properties of water-saturated earlywood and latewood within the same growth ring from Masson Pine [J ] . Forests , 2024 , 15 ( 4 ): 589 .

李安鑫 . 基于生长轮的杉木早材和晚材黏弹性比较研究 [D ] . 北京 : 中国林业科学研究院 , 2018 .

FUJIMOTO T , KITA K , UCHIYAMA K , et al . Age trends in the genetic parameters of wood density and the relationship with growth rates in hybrid larch ( Larix gmelinii var. japonica × L. kaempferi ) F1 [J ] . Journal of Forest Research , 2006 , 11 ( 3 ): 157 - 163 .

JELONEK T , KLIMEK K , NASKRENT B , et al . How the spruce ageing process affects wood [J ] . Forests , 2024 , 15 ( 10 ): 1737 .

BLOKHINA N I , BONDARENKO O V , OSIPOV S V . Age variation of wood anatomical characteristics in Larix cajanderi tree [J ] . Wood Research Journal , 2017 , 2 ( 1 ): 1 - 12 .

BORUSZEWSKI P , JANKOWSKA A , KUROWSKA A . Comparison of the structure of juvenile and mature wood of Larix decidua Mill. from fast-growing plantations in Poland [J ] . BioResources , 2017 , 12 ( 1 ): 1813 - 1825 .

LACHOWICZ H , WRÓBLEWSKA H , WOJTAN R , et al . The effect of tree age on the chemical composition of the wood of silver birch ( Betula pendula Roth.) in Poland [J ] . Wood Science and Technology , 2019 , 53 ( 5 ): 1135 - 1155 .

HOLLMANN N , MÜLLER S , EGGENSPERGER K , et al . TabPFN: a transformer that solves small tabular classification problems in a second [EB/OL ] . 2022 , https://arxiv.org/abs/2207.01848v6 https://arxiv.org/abs/2207.01848v6 .

LUNDBERG S , LEE S . A unified approach to interpreting model predictions [EB/OL ] . 2017 , https://arxiv.org/abs/1705.07874 https://arxiv.org/abs/1705.07874 .

DOMEC J C , GARTNER B L . How do water transport and water storage differ in coniferous earlywood and latewood [J ] . Journal of Experimental Botany , 2002 , 53 ( 379 ): 2369 - 2379 .

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