利用激光扫描和数字孪生技术对强风胁迫下的橡胶树进行表型分析的框架

IF 5.6 1区 农林科学 Q1 AGRONOMY Agricultural and Forest Meteorology Pub Date : 2024-11-28 DOI:10.1016/j.agrformet.2024.110319
Ting Yun , Markus P. Eichhorn , Shichao Jin , Xinyue Yuan , Wenjie Fang , Xin Lu , Xiangjun Wang , Huaiqing Zhang
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引用次数: 0

摘要

沿海栖息地的橡胶树面临着很大的风压。为研究和预测橡胶树在强风作用下的表型,开发了一种算法-硬件协同方法。该框架包括:(1) 一个定制设计的工业风扇,可在 15、30 和 45 米/秒的风速下再现可变气流场,并配有地面激光扫描仪和捆绑式运动传感器,以获取点云和振动数据;(2) 一个图形模型,根据表型特征的叶丛近似树冠,这些表型特征来自树木受到空气阻力时捕获的点云;以及 (3) 森林树冠的风特性参数由开发的森林专用 k-ε 湍流模型计算,该模型结合了构建的树木模型和网格尺度细分的风流体场。(4) 建立了包含详细树木表型特征并考虑植物机械特征的数字孪生模型,描述了目标树木在各种风力影响下的相关风致作用。结果表明,树冠舒展的树木比树冠紧凑的树木容易产生更大的摆幅,但直接暴露在风中的树木比位于遮蔽区域的树木表现出更大的树冠体积缩减。在树冠内,入口风速增加一倍会加剧树冠压缩(树冠体积减少约 17%),产生 2.1 倍的压力梯度,湍流动能增加约 60%。此外,还利用数字孪生技术直观地还原了实验树适应风扰动的整个过程,为进一步的数据驱动决策提供了完整的行为数据集。总之,本文提出的综合方法可以解读树木对风危害反应的表型表现,有望应用于旨在评估橡胶树抗风特性的表型或环境类型研究。
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A framework for phenotyping rubber trees under intense wind stress using laser scanning and digital twin technology
Rubber trees in coastal habitats are exposed to a high degree of wind stress. An algorithm-hardware synergetic methodology was developed for investigating and predicting rubber tree phenotyping excited by strong winds. The framework includes (1) a custom-designed industrial fan that recreates a variable airflow field at wind speeds of 15, 30 and 45 m/s coupled with a terrestrial laser scanner and bundled motion sensors to acquire point clouds and vibration data; (2) a graphic model that approximates tree canopies based on foliage clumps with phenotypic traits that are derived from point clouds captured while trees are subjected to aerodynamic drag; and (3) the wind characteristic parameters of forest canopies were calculated by a developed forest-specialized k-ε turbulence model combining the constructed tree models and grid-scale subdivision of the wind fluid field. (4) A digital twin model that incorporates detailed tree phenotypic traits and considers plant mechanical characteristics was established, depicting the related wind-induced actions of target trees under various wind influences. The results show that tree crowns with spreading forms are prone to yield larger pendulum amplitudes than compact crowns, but trees directly exposed to wind exhibit greater crown volume reductions than trees in sheltered areas. Within tree canopies, a one-fold increase in inlet wind speed intensified crown compression (approximately 17 % decrease in crown volume), generated 2.1-fold pressure gradients and increased turbulence kinetic energy by approximately 60 %. Moreover, the entire scenario of the adaptation of experimental trees to wind perturbations was visually restored using digital twin techniques, serving as an integral behaviour dataset for further data-driven decision-making. In summary, this paper presents a comprehensive methodology that can decipher the phenotypic manifestations of trees' reactions to wind hazards, with potential applications in phenotyping or envirotyping studies designed to evaluate the wind resistance properties of rubber trees.
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来源期刊
CiteScore
10.30
自引率
9.70%
发文量
415
审稿时长
69 days
期刊介绍: Agricultural and Forest Meteorology is an international journal for the publication of original articles and reviews on the inter-relationship between meteorology, agriculture, forestry, and natural ecosystems. Emphasis is on basic and applied scientific research relevant to practical problems in the field of plant and soil sciences, ecology and biogeochemistry as affected by weather as well as climate variability and change. Theoretical models should be tested against experimental data. Articles must appeal to an international audience. Special issues devoted to single topics are also published. Typical topics include canopy micrometeorology (e.g. canopy radiation transfer, turbulence near the ground, evapotranspiration, energy balance, fluxes of trace gases), micrometeorological instrumentation (e.g., sensors for trace gases, flux measurement instruments, radiation measurement techniques), aerobiology (e.g. the dispersion of pollen, spores, insects and pesticides), biometeorology (e.g. the effect of weather and climate on plant distribution, crop yield, water-use efficiency, and plant phenology), forest-fire/weather interactions, and feedbacks from vegetation to weather and the climate system.
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