{"title":"Landscape ecological risk assessment and driving factors in East Africa","authors":"Yan Wu, Xiumei Zhang, Sisay Mekonnen, Bo Ma","doi":"10.1007/s10661-026-16042-1","DOIUrl":null,"url":null,"abstract":"<div><p>Global climatic variations and intensified human activities have altered land use structures and disrupted landscape patterns, increasing landscape ecological risk. Assessing this risk contributes to the formulation of ecological conservation and sustainable development strategies. Research on landscape ecological risk assessment and its drivers in Africa, particularly in rapidly developing East Africa, remains insufficient, which hinders regional ecological risk management and sustainable economic development. We investigated landscape patterns and spatiotemporal variations in regional ecological risk from 1992 to 2022 in East Africa using Geodetector and Random Forest models, measured the explanatory power and interaction effects of natural and human drivers, and quantified their contributions. We found that landscape patterns changed drastically in East Africa. Woodland and sparse vegetation increased by 12.30 × 10<sup>4</sup> km<sup>2</sup> and 2.89 × 10<sup>4</sup> km<sup>2</sup>, respectively; shrubland and bare land decreased by 11.10 × 10<sup>4</sup> km<sup>2</sup> and 5.91 × 10<sup>4</sup> km<sup>2</sup>, respectively. Ecological risk showed a north-high, south-low spatial pattern with positive autocorrelation (<i>P</i> < 0.001). High, sub-high, and medium risk areas decreased, suggesting a downward trend. The distribution of landscape ecological risk in East Africa was mainly influenced by vegetation conditions and annual precipitation; vegetation change dominated the landscape ecological risk pattern, and natural and human factors influenced landscape resilience. Overall, our findings may inform ecological conservation planning in East Africa. Ecological management should give greater attention to vegetation protection and restoration, while landscape planning should consider regional precipitation conditions to help reduce ecological risk and promote sustainable development.</p></div>","PeriodicalId":544,"journal":{"name":"Environmental Monitoring and Assessment","volume":"198 11","pages":""},"PeriodicalIF":3.6000,"publicationDate":"2026-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Monitoring and Assessment","FirstCategoryId":"93","ListUrlMain":"https://link.springer.com/article/10.1007/s10661-026-16042-1","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Global climatic variations and intensified human activities have altered land use structures and disrupted landscape patterns, increasing landscape ecological risk. Assessing this risk contributes to the formulation of ecological conservation and sustainable development strategies. Research on landscape ecological risk assessment and its drivers in Africa, particularly in rapidly developing East Africa, remains insufficient, which hinders regional ecological risk management and sustainable economic development. We investigated landscape patterns and spatiotemporal variations in regional ecological risk from 1992 to 2022 in East Africa using Geodetector and Random Forest models, measured the explanatory power and interaction effects of natural and human drivers, and quantified their contributions. We found that landscape patterns changed drastically in East Africa. Woodland and sparse vegetation increased by 12.30 × 104 km2 and 2.89 × 104 km2, respectively; shrubland and bare land decreased by 11.10 × 104 km2 and 5.91 × 104 km2, respectively. Ecological risk showed a north-high, south-low spatial pattern with positive autocorrelation (P < 0.001). High, sub-high, and medium risk areas decreased, suggesting a downward trend. The distribution of landscape ecological risk in East Africa was mainly influenced by vegetation conditions and annual precipitation; vegetation change dominated the landscape ecological risk pattern, and natural and human factors influenced landscape resilience. Overall, our findings may inform ecological conservation planning in East Africa. Ecological management should give greater attention to vegetation protection and restoration, while landscape planning should consider regional precipitation conditions to help reduce ecological risk and promote sustainable development.
期刊介绍:
Environmental Monitoring and Assessment emphasizes technical developments and data arising from environmental monitoring and assessment, the use of scientific principles in the design of monitoring systems at the local, regional and global scales, and the use of monitoring data in assessing the consequences of natural resource management actions and pollution risks to man and the environment.