Division of Climate Change Research, National Institute of Ecology, Seocheon, Korea.
PLoS One. 2023 Nov 14;18(11):e0291365. doi: 10.1371/journal.pone.0291365. eCollection 2023.
The spread of invasive alien species is a major threat to biodiversity. Estimating the long-distance dispersal capacity of invasive alien plants is vital for understanding their population dynamics and community composition. We predicted the spatial-temporal distribution of the alien plant Andropogon virginicus, in the Korean peninsula under climate change scenario using Random Forest (RF) and Cellular Automaton (CA) methods. Land use, barriers to dispersal, long-distance dispersal frequency, and maximum long-distance dispersal range were considered in our analysis. Our results showed that, among the five selected environmental variables, annual mean temperature and Human Foot-Printing (HFP) were positively associated with the occurrence probability of A. virginicus. This suggests that A. virginicus is likely to spread to the disturbed northern part of the Korean Peninsula due to climate change and habitat preference. When comparing modeling results for dispersal to field survey data, the modeling raster sets drawn from the long-distance dispersal frequency of 0.05 and maximum long-distance dispersal distance of 30 km y-1 had the most similar spatial expansion among the six long-distance dispersal parameter sets. The dispersal directions were associated with the landscape. Specifically, seeds dispersed by wind (anemochorous seeds) could propagate into open landscapes more easily than in forests. Regarding A. virginicus management, this grass can quickly invade bare ground with their wind-dispersed seeds, therefore habitat destruction, such as excessive logging and weeding, should be restrained.
外来入侵物种的传播是生物多样性的主要威胁。估计外来入侵植物的长距离扩散能力对于理解其种群动态和群落组成至关重要。我们使用随机森林 (RF) 和元胞自动机 (CA) 方法预测了在气候变化情景下,外来植物 Andropogon virginicus 在朝鲜半岛的时空分布。在我们的分析中考虑了土地利用、扩散障碍、长距离扩散频率和最大长距离扩散范围。我们的结果表明,在五个选定的环境变量中,年平均温度和人类足迹(HFP)与 A. virginicus 发生概率呈正相关。这表明,由于气候变化和栖息地偏好,A. virginicus 可能会传播到朝鲜半岛受干扰的北部地区。在将扩散模型结果与实地调查数据进行比较时,在六个长距离扩散参数集中,基于 0.05 的长距离扩散频率和 30km/y-1 的最大长距离扩散距离绘制的模型栅格集在空间扩展方面最为相似。扩散方向与景观有关。具体来说,风传播的种子(风媒种子)比在森林中更容易在开阔的景观中传播。关于 A. virginicus 的管理,这种草可以用它们风传播的种子快速入侵裸地,因此应该限制栖息地破坏,如过度采伐和除草。