{"title":"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","authors":"Evan C. Johnson, Micah Brush, Mark A. Lewis","doi":"arxiv-2409.05320","DOIUrl":null,"url":null,"abstract":"The mountain pine beetle (MPB), a destructive pest native to Western North\nAmerica, has recently extended its range into Alberta, Canada. Predicting the\ndispersal of MPB is challenging due to their small size and complex dispersal\nbehavior. Because of these challenges, estimates of MPB's typical dispersal\ndistances have varied widely, ranging from 10 meters to 18 kilometers. Here, we\nuse high-quality data from helicopter and field-crew surveys to parameterize a\nlarge number of dispersal kernels. We find that fat-tailed kernels -- those\nwhich allow for a small number of long-distance dispersal events --\nconsistently provide the best fit to the data. Specifically, the\nradially-symmetric Student's t-distribution with parameters {\\nu} = 0.012 and\n{\\rho} = 1.45 stands out as parsimonious and user-friendly; this model predicts\na median dispersal distance of 60 meters, but with the 95th percentile of\ndispersers travelling nearly 5 kilometers. The best-fitting mathematical models\nhave biological interpretations. The Student's t-distribution, derivable as a\nmixture of diffusive processes with varying settling times, is consistent with\nobservations that most beetles fly short distances while few travel far;\nearly-emerging beetles fly farther; and larger beetles from larger trees\nexhibit greater variance in flight distance. Finally, we explain why other\nstudies have found such a wide variation in the length scale in MPB dispersal,\nand we demonstrate that long-distance dispersal events are critical for\nmodelling MPB range expansion.","PeriodicalId":501044,"journal":{"name":"arXiv - QuanBio - Populations and Evolution","volume":"2 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Stratified dispersal explains mountain pine beetle's range expansion in Alberta\",\"authors\":\"Evan C. Johnson, Micah Brush, Mark A. Lewis\",\"doi\":\"arxiv-2409.05320\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The mountain pine beetle (MPB), a destructive pest native to Western North\\nAmerica, has recently extended its range into Alberta, Canada. Predicting the\\ndispersal of MPB is challenging due to their small size and complex dispersal\\nbehavior. Because of these challenges, estimates of MPB's typical dispersal\\ndistances have varied widely, ranging from 10 meters to 18 kilometers. Here, we\\nuse high-quality data from helicopter and field-crew surveys to parameterize a\\nlarge number of dispersal kernels. We find that fat-tailed kernels -- those\\nwhich allow for a small number of long-distance dispersal events --\\nconsistently provide the best fit to the data. Specifically, the\\nradially-symmetric Student's t-distribution with parameters {\\\\nu} = 0.012 and\\n{\\\\rho} = 1.45 stands out as parsimonious and user-friendly; this model predicts\\na median dispersal distance of 60 meters, but with the 95th percentile of\\ndispersers travelling nearly 5 kilometers. The best-fitting mathematical models\\nhave biological interpretations. The Student's t-distribution, derivable as a\\nmixture of diffusive processes with varying settling times, is consistent with\\nobservations that most beetles fly short distances while few travel far;\\nearly-emerging beetles fly farther; and larger beetles from larger trees\\nexhibit greater variance in flight distance. Finally, we explain why other\\nstudies have found such a wide variation in the length scale in MPB dispersal,\\nand we demonstrate that long-distance dispersal events are critical for\\nmodelling MPB range expansion.\",\"PeriodicalId\":501044,\"journal\":{\"name\":\"arXiv - QuanBio - Populations and Evolution\",\"volume\":\"2 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Populations and Evolution\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.05320\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Populations and Evolution","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.05320","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Stratified dispersal explains mountain pine beetle's range expansion in Alberta
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.