分析气候变化与土地利用对岛屿生态服务的影响机制
Climate land use and other drivers impacts on island ecosystem services: a global review
- 综合分析气候、土地利用等多因素交互作用
- 土地利用变化比气候变量更能量化负面影响
- 揭示政策干预效果弱且研究方法需改进
岛屿是生物多样性热点,易受环境退化、气候变化、土地利用变化及社会危机影响。这些因素可能对生态系统服务产生交互效应。本研究系统回顾了全球范围内关于气候变化-岛屿-生态系统服务的研究文献,同时记录了土地利用变化及其他驱动因子的影响。研究聚焦于气候变化、土地利用变化及其他非气候驱动因子对岛屿生态系统服务的影响。分析的解释变量分为两类:环境变量(如海区地理位置、生态系统类型、生态系统服务、气候、土地利用、其他驱动因子)和方法学变量(包括政策干预考虑、不确定性评估、气候变化累积效应、气候与土地利用变化的协同效应、以及分析中变量多样性)。采用机器学习与统计方法分析其影响。结果显示,土地利用变化或其他非气候驱动因子比气候变量更有效地量化气候变化的负面效应;气候与土地利用变化的协同作用显著调节影响结果,对准确评估至关重要。综合分析表明,不同海区、生态系统或服务类型间未表现出显著差异。多数研究仅使用单一气候变量,可能导致气候影响被低估。政策干预在量化影响中的分类准确率低,反映其在研究中效力不足或整合不充分。
原文摘要 · Abstract (English)
Islands are diversity hotspots and vulnerable to environmental degradation, climate variations, land use changes and societal crises. These factors can exhibit interactive impacts on ecosystem services. The study reviewed a large number of papers on the climate change-islands-ecosystem services topic worldwide. Potential inclusion of land use changes and other drivers of impacts on ecosystem services were sequentially also recorded. The study sought to investigate the impacts of climate change, land use change, and other non-climatic driver changes on island ecosystem services. Explanatory variables examined were divided into two categories: environmental variables and methodological ones. Environmental variables include sea zone geographic location, ecosystem, ecosystem services, climate, land use, other driver variables, Methodological variables include consideration of policy interventions, uncertainty assessment, cumulative effects of climate change, synergistic effects of climate change with land use change and other anthropogenic and environmental drivers, and the diversity of variables used in the analysis. Machine learning and statistical methods were used to analyze their effects on island ecosystem services. Negative climate change impacts on ecosystem services are better quantified by land use change or other non-climatic driver variables than by climate variables. The synergy of land use together with climate changes is modulating the impact outcome and critical for a better impact assessment. Analyzed together, there is little evidence of more pronounced for a specific sea zone, ecosystem, or ecosystem service. Climate change impacts may be underestimated due to the use of a single climate variable deployed in most studies. Policy interventions exhibit low classification accuracy in quantifying impacts indicating insufficient efficacy or integration in the studies.
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