Stratified dispersal explains mountain pine beetle's range expansion in Alberta

Evan C. Johnson, Micah Brush, Mark A. Lewis
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Abstract

The mountain pine beetle (MPB), a destructive pest native to Western North America, has recently extended its range into Alberta, Canada. Predicting the dispersal of MPB is challenging due to their small size and complex dispersal behavior. Because of these challenges, estimates of MPB's typical dispersal distances have varied widely, ranging from 10 meters to 18 kilometers. Here, we use high-quality data from helicopter and field-crew surveys to parameterize a large number of dispersal kernels. We find that fat-tailed kernels -- those which allow for a small number of long-distance dispersal events -- consistently provide the best fit to the data. Specifically, the radially-symmetric Student's t-distribution with parameters {\nu} = 0.012 and {\rho} = 1.45 stands out as parsimonious and user-friendly; this model predicts a median dispersal distance of 60 meters, but with the 95th percentile of dispersers travelling nearly 5 kilometers. The best-fitting mathematical models have biological interpretations. The Student's t-distribution, derivable as a mixture of diffusive processes with varying settling times, is consistent with observations that most beetles fly short distances while few travel far; early-emerging beetles fly farther; and larger beetles from larger trees exhibit greater variance in flight distance. Finally, we explain why other studies have found such a wide variation in the length scale in MPB dispersal, and we demonstrate that long-distance dispersal events are critical for modelling MPB range expansion.
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分层扩散解释了阿尔伯塔省山松甲虫分布范围扩大的原因
山松甲虫(MPB)是一种原产于北美西部的毁灭性害虫,最近已将其分布范围扩展到加拿大艾伯塔省。由于 MPB 体型小、扩散行为复杂,预测 MPB 的扩散具有挑战性。由于这些挑战,对 MPB 典型扩散距离的估计差异很大,从 10 米到 18 公里不等。在这里,我们利用直升机和野外机组调查获得的高质量数据,对大量的扩散核进行了参数化。我们发现,肥尾核--即允许少量长距离扩散事件的核--始终是最符合数据的。具体来说,参数为{\nu} = 0.012和{\rho} = 1.45的辐射对称的Student's t分布既简洁又方便用户使用;该模型预测的中位散布距离为60米,但第95百分位数的散布距离接近5千米。最拟合的数学模型具有生物学解释。学生 t 分布(可推导为具有不同沉降时间的扩散过程的混合物)与以下观察结果一致:大多数甲虫的飞行距离较短,而极少数飞行距离较远;早期出现的甲虫飞行距离较远;来自较大树木的较大甲虫在飞行距离上表现出更大的差异。最后,我们解释了为什么其他研究发现 MPB 传播的长度尺度差异如此之大,并证明长距离传播事件是 MPB 范围扩展的关键因素。
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