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Incorporating variability in simulations of seasonally forced phenology using integral projection models

机译:使用积分投影模型在季节性强迫物候模拟中纳入变异性

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摘要

Phenology models are becoming increasingly important tools to accurately predict how climate change will impact the life histories of organisms. We propose a class of integral projection phenology models derived from stochastic individual‐based models of insect development and demography. Our derivation, which is based on the rate summation concept, produces integral projection models that capture the effect of phenotypic rate variability on insect phenology, but which are typically more computationally frugal than equivalent individual‐based phenology models. We demonstrate our approach using a temperature‐dependent model of the demography of the mountain pine beetle (Dendroctonus ponderosae Hopkins), an insect that kills mature pine trees. This work illustrates how a wide range of stochastic phenology models can be reformulated as integral projection models. Due to their computational efficiency, these integral projection models are suitable for deployment in large‐scale simulations, such as studies of altered pest distributions under climate change.
机译:物候模型正变得越来越重要,可以准确地预测气候变化将如何影响生物的生命史。我们提出了一类基于昆虫个体发展和人口统计学的随机个体模型的整体投影物候模型。我们基于速率求和概念的推导产生了完整的投影模型,该模型可以捕获表型速率变异性对昆虫物候的影响,但与基于等价的基于个体的物候模型相比,在计算上通常更为节俭。我们使用依赖温度的山松甲虫(Dendroctonus tankerosae Hopkins)人口统计学模型来证明我们的方法,该虫杀死成熟的松树。这项工作说明了如何将各种随机物候模型重新构造为整体投影模型。由于它们的计算效率,这些整体投影模型适用于大规模模拟部署,例如研究气候变化下有害生物分布的变化。

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