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我们何时能够从太空探测到藤本植物?迈向对藤本植物繁茂森林光学特征的机理理解。

When can we detect lianas from space? Toward a mechanistic understanding of liana-infested forest optics.

作者信息

Visser Marco D, Detto Matteo, Meunier Félicien, Wu Jin, Foster Jane R, Marvin David C, van Bodegom Peter M, Bongalov Boris, Nunes Matheus Henrique, Coomes David, Verbeeck Hans, Guzmán Q J Antonio, Sanchez-Azofeifa Arturo, Chandler Chris J, van der Heijden Geertje M F, Boyd Doreen S, Foody Giles M, Cutler Mark E J, Broadbent Eben N, Serbin Shawn P, Schnitzer Stefan, Rodríguez-Ronderos M Elizabeth, Sterck Frank, Medina-Vega José A, Pacala Stephen W

机构信息

Department of Ecology and Evolutionary Biology, Princeton University, Princeton, New Jersey, USA.

Institute of Environmental Sciences, Leiden University, Leiden, the Netherlands.

出版信息

Ecology. 2025 Apr;106(4):e70082. doi: 10.1002/ecy.70082.

DOI:
10.1002/ecy.70082
PMID:40289501
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12035525/
Abstract

Lianas, woody vines acting as structural parasites of trees, have profound effects on the composition and structure of tropical forests, impacting tree growth, mortality, and forest succession. Remote sensing could offer a powerful tool for quantifying the scale of liana infestation, provided the availability of robust detection methods. We analyze the consistency and global geographic specificity of spectral signals-reflectance across wavelengths-from liana-infested tree crowns and forest stands, examining the underlying mechanisms of these signals. We compiled a uniquely comprehensive database, including leaf reflectance spectra from 5424 leaves, fine-scale airborne reflectance data from 999 liana-infested canopies, and coarse-scale satellite reflectance data covering 775 ha of liana-infested forest stands. To unravel the mechanisms of the liana spectral signal, we applied mechanistic radiative transfer models across scales, establishing a synthesis of the relative importance of different mechanisms, which we corroborate with field data on liana leaf chemistry and canopy structure. We find a consistent liana spectral signal at canopy and stand scales across globally distributed sites. This signature mainly arises at the canopy level due to direct effects of more horizontal leaf angles, resulting in a larger projected leaf area, and indirect effects from increased light scattering in the near and short-wave infrared regions, linked to lianas' less costly leaf construction compared with trees on average. The existence of a consistent global spectral signal for lianas suggests that large-scale quantification of liana infestation is feasible. However, because the traits responsible for the liana canopy-reflectance signal are not exclusive to lianas, accurate large-scale detection requires rigorously validated remote sensing methods. Our models highlight challenges in automated detection, such as potential misidentification due to leaf phenology, tree life history, topography, and climate, especially where the scale of liana infestation is less than a single remote sensing pixel. The observed cross-site patterns also prompt ecological questions about lianas' adaptive similarities in optical traits across environments, indicating possible convergent evolution due to shared constraints on leaf biochemical and structural traits.

摘要

藤本植物,即作为树木结构寄生物的木质藤本,对热带森林的组成和结构有着深远影响,影响着树木的生长、死亡率和森林演替。如果有强大的检测方法,遥感技术可为量化藤本植物侵染规模提供有力工具。我们分析了受藤本植物侵染的树冠和林分的光谱信号(即不同波长下的反射率)的一致性和全球地理特异性,研究这些信号的潜在机制。我们编制了一个独特的综合数据库,包括5424片叶子的叶反射光谱、999个受藤本植物侵染的树冠的精细尺度机载反射数据,以及覆盖775公顷受藤本植物侵染林分的粗尺度卫星反射数据。为了解藤本植物光谱信号的机制,我们在不同尺度上应用了机理辐射传输模型,综合了不同机制的相对重要性,并通过藤本植物叶片化学和树冠结构的实地数据进行了验证。我们发现在全球分布的地点,树冠和林分尺度上存在一致的藤本植物光谱信号。这种特征主要出现在树冠层,是由于叶片角度更水平的直接影响,导致投影叶面积更大,以及近红外和短波红外区域光散射增加的间接影响,这与藤本植物平均而言比树木成本更低的叶片结构有关。藤本植物存在一致的全球光谱信号表明,大规模量化藤本植物侵染是可行的。然而,由于导致藤本植物树冠反射信号的特征并非藤本植物所特有,准确的大规模检测需要经过严格验证的遥感方法。我们的模型突出了自动检测中的挑战,例如由于叶片物候、树木生活史、地形和气候导致的潜在误识别,特别是在藤本植物侵染规模小于单个遥感像素的情况下。观察到的跨地点模式也引发了关于藤本植物在不同环境中光学特征适应性相似性的生态问题,表明由于叶片生化和结构特征的共同限制可能存在趋同进化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/a9b4ede77ce8/ECY-106-e70082-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/2e2f1384a895/ECY-106-e70082-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/3ab239ad4b20/ECY-106-e70082-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/a9b4ede77ce8/ECY-106-e70082-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/2e2f1384a895/ECY-106-e70082-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/3ab239ad4b20/ECY-106-e70082-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fefd/12035525/a9b4ede77ce8/ECY-106-e70082-g002.jpg

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本文引用的文献

1
Global increase of lianas in tropical forests.藤本植物在热带森林中的全球增长。
Glob Chang Biol. 2024 Aug;30(8):e17485. doi: 10.1111/gcb.17485.
2
Linking physiology, epidemiology, and demography: Understanding how lianas outcompete trees in a changing world.将生理学、流行病学和人口统计学联系起来:了解藤本植物如何在不断变化的世界中胜过树木。
Proc Natl Acad Sci U S A. 2024 Aug 20;121(34):e2319487121. doi: 10.1073/pnas.2319487121. Epub 2024 Aug 12.
3
Machine learning-based global maps of ecological variables and the challenge of assessing them.
基于机器学习的生态变量全球图谱及其评估挑战。
Nat Commun. 2022 Apr 22;13(1):2208. doi: 10.1038/s41467-022-29838-9.
4
Liana optical traits increase tropical forest albedo and reduce ecosystem productivity.藤本植物的光学特性会增加热带雨林的反照率,降低生态系统的生产力。
Glob Chang Biol. 2022 Jan;28(1):227-244. doi: 10.1111/gcb.15928. Epub 2021 Oct 30.
5
Leaf reflectance spectra capture the evolutionary history of seed plants.叶片反射光谱记录了种子植物的进化史。
New Phytol. 2020 Oct;228(2):485-493. doi: 10.1111/nph.16771. Epub 2020 Jul 24.
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Optimal leaf life strategies determine V dynamic during ontogeny.最佳的叶片寿命策略决定了个体发育过程中的V动态。
New Phytol. 2020 Oct;228(1):361-375. doi: 10.1111/nph.16712.
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Biological processes dominate seasonality of remotely sensed canopy greenness in an Amazon evergreen forest.生物过程主导着亚马逊常绿林冠绿色遥感季节性变化。
New Phytol. 2018 Mar;217(4):1507-1520. doi: 10.1111/nph.14939. Epub 2017 Dec 23.
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ImageJ2: ImageJ for the next generation of scientific image data.ImageJ2:面向下一代科学图像数据的ImageJ。
BMC Bioinformatics. 2017 Nov 29;18(1):529. doi: 10.1186/s12859-017-1934-z.
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Tropical dry forest trees and lianas differ in leaf economic spectrum traits but have overlapping water-use strategies.热带旱生林乔木和藤本植物在叶片经济谱特征上存在差异,但具有重叠的水分利用策略。
Tree Physiol. 2018 Apr 1;38(4):517-530. doi: 10.1093/treephys/tpx135.
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Relative importance of photosynthetic traits and allocation patterns as correlates of seedling shade tolerance of 13 tropical trees.光合特性和分配模式作为13种热带树木幼苗耐荫性相关因素的相对重要性
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