Current and future distribution of Eucalyptus globulus under changing climate in Ethiopia: implications for forest management

Gemechis B. Mosisa, Nega Tassie, Motuma Adula
{"title":"Current and future distribution of Eucalyptus globulus under changing climate in Ethiopia: implications for forest management","authors":"Gemechis B. Mosisa, Nega Tassie, Motuma Adula","doi":"10.1186/s40068-024-00332-z","DOIUrl":null,"url":null,"abstract":"Eucalyptus globulus is a species endemic to southeastern Australia. It has naturalized non-native ranges in other parts of Australia, Europe, Africa, and the western United States. This study is the first of its kind in Ethiopia to model and map the spatiotemporal distribution of the species using species distribution models (SDMs). A total of 874 occurrence records were used from the online Global Biodiversity Information Facility (GBIF) database and field observation. Three environmental variables, including terrain, climate, and soil were used to predict the species’ distribution. The terrain, climate, and soil raster grids were resampled to a 200-meter resolution. The Global Circulation Model (GCM) HadGEM3-GC3.1 was used to extract future climate data. This GCM has a good match between the atmospheric and oceanic components showing little drift in its surface climate. Besides, it has the best coverage of Africa. Three climate change scenarios (SSPs 1-2.6, SSPs 2-4.5, and SSPs 5-8.5) were used for predicting suitable habitat of the species. The jackknife test was chosen to assess the importance of each environmental predictor variable. The model’s performance was evaluated using the Area under the Curve (AUC) of the Receiver Operating Characteristic (ROC) curve. The model had excellent predictive performance with an average AUC of 0.94. Altitude, rooting conditions, slope, dry-month precipitation, and temperature seasonality are the most important environmental factors in shaping E. globulus distribution. Ethiopian highlands are predicted to be more suitable to the species, but the increase in temperature seasonality may reduce suitable habitat under the high-forcing climate change scenario. Climate change is expected to create more suitable habitats for eucalyptus in the future which may encourage plantations in potential distribution areas. Consequently, ensuring long-term forest health necessitates robust management systems prioritizing native trees and responsible grower or farmer practices.","PeriodicalId":12037,"journal":{"name":"Environmental Systems Research","volume":"9 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Systems Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/s40068-024-00332-z","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Eucalyptus globulus is a species endemic to southeastern Australia. It has naturalized non-native ranges in other parts of Australia, Europe, Africa, and the western United States. This study is the first of its kind in Ethiopia to model and map the spatiotemporal distribution of the species using species distribution models (SDMs). A total of 874 occurrence records were used from the online Global Biodiversity Information Facility (GBIF) database and field observation. Three environmental variables, including terrain, climate, and soil were used to predict the species’ distribution. The terrain, climate, and soil raster grids were resampled to a 200-meter resolution. The Global Circulation Model (GCM) HadGEM3-GC3.1 was used to extract future climate data. This GCM has a good match between the atmospheric and oceanic components showing little drift in its surface climate. Besides, it has the best coverage of Africa. Three climate change scenarios (SSPs 1-2.6, SSPs 2-4.5, and SSPs 5-8.5) were used for predicting suitable habitat of the species. The jackknife test was chosen to assess the importance of each environmental predictor variable. The model’s performance was evaluated using the Area under the Curve (AUC) of the Receiver Operating Characteristic (ROC) curve. The model had excellent predictive performance with an average AUC of 0.94. Altitude, rooting conditions, slope, dry-month precipitation, and temperature seasonality are the most important environmental factors in shaping E. globulus distribution. Ethiopian highlands are predicted to be more suitable to the species, but the increase in temperature seasonality may reduce suitable habitat under the high-forcing climate change scenario. Climate change is expected to create more suitable habitats for eucalyptus in the future which may encourage plantations in potential distribution areas. Consequently, ensuring long-term forest health necessitates robust management systems prioritizing native trees and responsible grower or farmer practices.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
气候变化下埃塞俄比亚蓝桉目前和未来的分布情况:对森林管理的影响
蓝桉(Eucalyptus globulus)是澳大利亚东南部特有的树种。它在澳大利亚其他地区、欧洲、非洲和美国西部都有非本地的归化分布。这项研究是埃塞俄比亚首次使用物种分布模型(SDM)来模拟和绘制该物种的时空分布图。该研究使用了全球生物多样性信息基金(GBIF)在线数据库中的 874 条出现记录和实地观察结果。利用地形、气候和土壤三个环境变量来预测物种的分布。对地形、气候和土壤栅格进行了重新采样,分辨率为 200 米。全球环流模型(GCM)HadGEM3-GC3.1 用于提取未来气候数据。该 GCM 的大气和海洋成分匹配良好,表明其地表气候漂移很小。此外,它对非洲的覆盖范围最大。使用三种气候变化情景(SSPs 1-2.6、SSPs 2-4.5、SSPs 5-8.5)预测物种的适宜栖息地。选用杰克刀检验来评估每个环境预测变量的重要性。使用接收者工作特征曲线(ROC)的曲线下面积(AUC)对模型的性能进行评估。该模型具有出色的预测性能,平均 AUC 为 0.94。海拔、生根条件、坡度、旱月降水量和温度季节性是影响球果桉分布的最重要环境因素。据预测,埃塞俄比亚高地更适合该物种生长,但在高强迫气候变化情景下,温度季节性的增加可能会减少适宜的栖息地。预计未来气候变化将为桉树创造更多合适的栖息地,这可能会鼓励在潜在分布区种植桉树。因此,要确保森林的长期健康,就必须建立健全的管理体系,优先考虑本地树木,并采取负责任的种植者或农民做法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Assessment of land cover degradation due to mining activities using remote sensing and digital photogrammetry A comprehensive review on challenges and choices of food waste in Saudi Arabia: exploring environmental and economic impacts Performance evaluation of integrated Upflow Anaerobic Sludge Blanket reactor with trickling filter used for municipal wastewater treatment and effluent reuse potential for agriculture Machine learning downscaling of GRACE/GRACE-FO data to capture spatial-temporal drought effects on groundwater storage at a local scale under data-scarcity Downstream impacts of dam breach using HEC-RAS: a case of Budhigandaki concrete arch dam in central Nepal
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1