预测气候变化下美国山毛榉分布的变化

IF 3.6 2区 环境科学与生态学 Q2 ECOLOGY
Erşan Selvi, Desheng Liu, Pierluigi (Enrico) Bonello
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引用次数: 0

摘要

目的利用物种分布模型(SDM)预测美洲山毛榉在当前和未来气候情景下的生境适宜性变化。由此产生的生境适宜性预测将作为制定山毛榉叶病分层风险绘图模型的基础,山毛榉叶病是美国东部出现的一种流行病,该模型将在随后的一篇论文中发表。研究区域横跨美国东部-主要是密西西比河以东(东北部,中西部和东南部)-包括邻近的加拿大生态区域,那里有美洲山毛榉。分类群我们感兴趣的分类群是美洲山毛榉(Fagus grande folia Ehrh.),它是美洲东部森林中的一个重要的中系种。方法采用集合物种分布建模方法,结合广义线性模型、多元自适应样条回归模型、广义增强模型、随机森林模型和最大熵模型,利用1 km分辨率的数据集,包括气候、土壤和地形变量,通过半变差测量,在目标群体背景和空间间伐的情况下,利用偏差校正的sdm模型模拟了r的当今栖息地适宜性。对于未来情景下的预测,我们利用了AdaptWest数据库中的四个共享社会经济路径(ssp),并采用了8个耦合模式比对项目第6阶段大气-海洋环流模式的集合平均值进行建模。结果总体预测一致显示,在未来所有气候情景下,大花fagus grandfolia的适宜栖息地都在减少,损失大于收益。冬季降水是影响最大的变量(38.7%),其次是夏季降水(15.2%)、地形崎岖度(11.4%)和极端最高气温(10.1%)。土壤性质的影响中等,粘土含量、热湿指数、pH和有机碳占其余部分。主要结论由于气候引起的水资源压力和有限的扩散能力,预计美洲山毛榉将经历明显的栖息地收缩。保护战略应侧重于保护北部难民,探索辅助迁移,并将气候适宜性与新出现的疾病风险相结合,以增强长期抵御能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Anticipating Shifts in American Beech Distribution in a Changing Climate

Anticipating Shifts in American Beech Distribution in a Changing Climate

Aim

This study aimed to anticipate shifts in habitat suitability for American beech (Fagus grandifolia) under current and future climate scenarios using an ensemble of species distribution models (SDM). The resulting habitat suitability projections will serve as a foundational layer for developing a hierarchical risk mapping model for beech leaf disease, an emerging epidemic in the eastern United States, which will be published in a subsequent paper.

Location

The study area spans the eastern United States—primarily east of the Mississippi River (Northeast, Midwest and Southeast)—and includes adjacent ecoregions of Canada where American beech occurs.

Taxon

The taxon of interest is American beech (Fagus grandifolia Ehrh.), a keystone mesic species in eastern American forests.

Methods

We employed an ensemble species distribution modelling approach, combining generalised linear models, multivariate adaptive regression splines, generalised boosted models, random forest, and maximum entropy for R. Present-day habitat suitability was modelled by bias-corrected SDMs with target group background and spatial thinning via semi-variogram measures, using a 1 km resolution dataset that included climatic, edaphic, and topographic variables. For projections under future scenarios, we utilised four shared socioeconomic pathways (SSPs), adopted from the AdaptWest database and modelled by employing ensemble means from eight Coupled Model Intercomparison Project Phase 6 Atmosphere–Ocean General Circulation Models.

Results

Ensemble projections consistently show a decline in suitable habitat for Fagus grandifolia across all future climate scenarios, with losses outweighing gains. Winter precipitation emerged as the most influential variable (38.7%), followed by summer precipitation (15.2%), terrain ruggedness (11.4%), and extreme maximum temperatures (10.1%). Soil properties contributed moderately, with clay content, heat-moisture index, pH and organic carbon accounting for the remainder.

Main Conclusions

American beech is projected to experience significant habitat contraction due to climate-induced water stress and limited dispersal capacity. Conservation strategies should focus on protecting northern refugia, exploring assisted migration, and integrating climate suitability with emerging disease risks to enhance long-term resilience.

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来源期刊
Journal of Biogeography
Journal of Biogeography 环境科学-生态学
CiteScore
7.70
自引率
5.10%
发文量
203
审稿时长
2.2 months
期刊介绍: Papers dealing with all aspects of spatial, ecological and historical biogeography are considered for publication in Journal of Biogeography. The mission of the journal is to contribute to the growth and societal relevance of the discipline of biogeography through its role in the dissemination of biogeographical research.
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