未来气候变化对全球海草地上生物量的预估影响

IF 8 1区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Lidiane P. Gouvêa , Dorte Krause-Jensen , Carlos M. Duarte , Jorge Assis
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引用次数: 0

摘要

海草是重要的海洋生态系统,由于人为和气候变化的影响,海草数量已经下降。对未来气候变化的预测表明,海草的损失会增加,但目前还没有关于海草地上生物量潜在变化的全球规模的估计。我们模拟并量化了当前全球范围内海草潜在地上生物量(AGB),并在不同的共享社会经济路径(SSP)情景下预测了未来的AGB,从低排放(SSP1-1.9)到高排放(SSP3-7.0和SSP5-8.5)。机器学习算法(增强回归树)拟合了针对生物和人为有意义的预测因子的综合AGB数据集。该模型具有很高的准确性(解释偏差:0.83),突出了属和温度条件在定义全球AGB模式中的作用。该模式估计当前的平均AGB为133.83 gDW·m2 (DW,干重),全球总AGB为0.0673 Pg DW。未来的预测高度依赖于排放情景,不同情景下的AGB损失在4.25%至9.25%之间,总体AGB损失在9.96%至10.26%之间。特别是,在高排放情景下,沿热带东太平洋、东印度太平洋、温带北太平洋和热带大西洋海岸线将出现严重的区域损失,而沿温带南部非洲和北极地区则会有所增加。我们的全球估计强调,履行《巴黎协定》,以及保护和监测受人为压力影响最大的种群,将有助于限制海草AGB的下降,从而支持海草的多种生态服务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Projected impacts of future climate change on the aboveground biomass of seagrasses at global scale

Projected impacts of future climate change on the aboveground biomass of seagrasses at global scale
Seagrasses are crucial marine ecosystems that have experienced declines due to anthropogenic and climate change impacts. The projected future climate change suggests additional seagrass losses, but no global-scale estimates are currently available on the potential changes in aboveground biomass of seagrasses. We modelled and quantified the current potential aboveground biomass (AGB) of seagrasses on the global scale and projected future AGB under contrasting Shared Socioeconomic Pathway (SSP) scenarios, from low emissions (SSP1–1.9) to high emissions (SSP3–7.0 and SSP5–8.5). A machine learning algorithm (Boosted Regression Trees) fitted a comprehensive AGB dataset against biological and anthropogenic meaningful predictors. The model performed with high accuracy (deviance explained: 0.83), highlighting the role of genus and temperature conditions in defining global AGB patterns. The model estimated a present-day average AGB of 133.83 gDW·m2 (DW, dry weight) and a total global AGB of 0.0673 Pg DW. Future projections were highly dependent on the emission scenario, with losses in AGB ranging between 4.25 % and 9.25 % and in overall AGB between 9.96 % and 10.26 % across scenarios. Particularly, the higher emission scenario projected severe regional losses along the coastlines of the Tropical Eastern Pacific, the Eastern Indo-Pacific, the Temperate Northern Pacific, and the Tropical Atlantic, and gains along the Temperate Southern Africa and the Arctic regions. Our global estimates underline that fulfilling the Paris Agreement, as well as conserving and monitoring populations most affected by combined anthropogenic pressures would help to limit seagrass AGB declines, thereby supporting the multiple ecological services of seagrasses.
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来源期刊
Science of the Total Environment
Science of the Total Environment 环境科学-环境科学
CiteScore
17.60
自引率
10.20%
发文量
8726
审稿时长
2.4 months
期刊介绍: The Science of the Total Environment is an international journal dedicated to scientific research on the environment and its interaction with humanity. It covers a wide range of disciplines and seeks to publish innovative, hypothesis-driven, and impactful research that explores the entire environment, including the atmosphere, lithosphere, hydrosphere, biosphere, and anthroposphere. The journal's updated Aims & Scope emphasizes the importance of interdisciplinary environmental research with broad impact. Priority is given to studies that advance fundamental understanding and explore the interconnectedness of multiple environmental spheres. Field studies are preferred, while laboratory experiments must demonstrate significant methodological advancements or mechanistic insights with direct relevance to the environment.
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