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Predicted range expansion of the invasive plant Leucaena leucocephala in the Hengchun peninsula, Taiwan

机译:台湾恒春半岛外来入侵植物银合欢的预测范围扩大

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摘要

We integrated correlative (species distribution) and process-based (agent-based) modeling approaches-to predict future range expansion of an invasive plant (Leucaena leucocephala) in the lowland rainforest and tropical coastal forest ecosystems of the Hengchun peninsula, Taiwan. We simulated range expansion to the year 2027 using a spatially-explicit, agent-based model representing invasion rate as a function of habitat quality and propagule pressure. We developed an index of habitat quality by relating 1988 plant distribution data to geo-referenced data on climatic conditions, landscape features, and anthropogenic factors via logistic regression. We represented propagule pressure using a lognormal dispersal kernel. We evaluated model performance by simulating range expansion from 1988 to 2007 and comparing simulated distribution patterns to those observed in 2007. Results of logistic regression indicated that L. leucocephala is more likely to occur in warm, dry areas containing a higher percentage of natural landscape (forest or grassland), areas adjacent to the forest edge, and areas disturbed by human activities such as a main road or an abandoned sisal plantation. Model evaluation showed that the prediction performance is excellent with AUC > 0.9 and Mantel's r = 0.77. Our results indicated that L. leucocephala will continue from the western portion toward the southern and central portions of Checheng township, and throughout the southern portion of Hengchun and Manjhou townships, with about 2500 ha of new area invaded within the next 20 years. Our predictions should allow managers to develop proactive management plans for the areas most likely to be invaded.
机译:我们集成了相关(物种分布)和基于过程(基于代理)的建模方法,以预测台湾恒春半岛的低地雨林和热带沿海森林生态系统中的入侵植物(白叶锦葵)的未来范围扩展。我们使用基于空间的,基于代理的模型来模拟到2027年的范围扩展,该模型将入侵率表示为栖息地质量和繁殖压力的函数。我们通过Logistic回归将1988年植物分布数据与有关气候条件,景观特征和人为因素的地理参考数据相关联,从而建立了栖息地质量指数。我们使用对数正态分散核表示传播压力。我们通过模拟1988年至2007年的范围扩展并将模拟的分布模式与2007年观察到的分布模式进行了比较,从而评估了模型的性能。Logistic回归结果表明,L。leucocephala更有可能在温暖干燥的自然景观比例较高的地区发生(森林或草原),邻近森林边缘的区域以及受到人为活动干扰的区域,例如主干道或废弃的剑麻种植园。模型评估表明,在AUC> 0.9和Mantel r = 0.77的情况下,预测性能非常好。我们的结果表明,白头粉刺将从车城乡的西部一直延伸到南部和中部,并在恒春和满洲乡的整个南部继续蔓延,在未来20年内将侵占约2500公顷的新区域。我们的预测应使管理人员能够针对最可能受到入侵的区域制定积极的管理计划。

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