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Mechanistic description of population dynamics using dynamic energy budget theory incorporated into integral projection models

机译:使用结合到整体投影模型中的动态能量收支理论对人口动力学进行机械描述

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摘要

1. Integral projection models (IPMs) provide a powerful approach to investigate ecological and rapid evolutionary change in quantitative life-history characteristics and population dynamics. IPMs are constructed from functions that describe the demographic rates – survival, growth and reproduction – in relation to the characteristics of individuals and their environment. Currently, however, demographic rates are estimated using phenomenological regression models that lack a mechanistic representation of the biological processes that give rise to observed demographic variation. This lack of mechanistic underpinning limits the ability of the model to predict future dynamics under novel environmental conditions because the model ingredients pertain to current environmental conditions only. 2. Here, we use dynamic energy budget (DEB) theory to construct DEB-IPMs based on a mechanistic representation of individual life-history trajectories. We derive the demographic functions describing growth and reproduction from a simple DEB growth model. The functions describing mortality and the association between parent and offspring characteristics do not follow DEB theory and hence are estimated from individual-level observations. 3. We apply the DEB-IPM to two contrasting systems: the small, fast-reproducing bulb mite Rhizoglyphus robini and the large, slow-reproducing reef manta ray Manta alfredi. In both cases, predictions of population growth rate, lifetime reproductive success and generation time agree with empirical observations. In case of the bulb mite, predictions and observations even agree across different feeding conditions. 4. If the DEB energetics model is accepted as describing growth and reproduction, DEB-IPMs can be parameterised using easy-to-collect life cycle information (growth rate, length at birth, maturation and old age) making them suitable for data-deficient species. Because species differ only in these DEB parameters, comparative studies of character and population dynamics between species are straightforward, particularly since DEB-IPMs can be extended to include population feedback on resources, of which we give an example. Most crucially, because DEB theory specifies growth and reproduction rates as explicitly dependent on environmental conditions such as food availability or temperature, DEB-IPMs provide a mechanistic platform to investigate the biological processes that determine joint change in phenotypic characters, life-history traits, population size and community structure.
机译:1.整体投影模型(IPM)为研究定量的生活史特征和种群动态中的生态和快速进化变化提供了一种有力的方法。病虫害综合防治是根据描述人口特征-生存,增长和繁殖-与个人及其环境特征有关的功能构建的。但是,当前,人口统计率是使用现象学回归模型估算的,该模型缺乏引起观察到的人口统计学差异的生物学过程的机械表示。缺乏机械支撑的原因限制了模型在新的环境条件下预测未来动态的能力,因为模型成分仅与当前环境条件有关。 2.在这里,我们使用动态能量预算(DEB)理论来构建基于个体生命历史轨迹的机械表示的DEB-IPM。我们从简单的DEB增长模型中得出描述增长和再生产的人口统计函数。描述死亡率的功能以及亲子特征与后代特征之间的关联不遵循DEB理论,因此是根据个人水平的观察估计的。 3.我们将DEB-IPM应用于两个对比系统:小型,快速繁殖的鳞茎罗非鱼和大型,慢速繁殖的珊瑚蝠man蝠Man。在这两种情况下,人口增长率,终生生殖成功率和生育时间的预测都与经验观察一致。如果是鳞茎螨,甚至可以在不同的饲养条件下达成一致的预测和观察结果。 4.如果接受DEB高能模型来描述生长和繁殖,则可以使用易于收集的生命周期信息(增长率,出生时长,成熟和老年)对DEB-IPM进行参数化,使其适合于数据不足的情况。种类。由于物种仅在这些DEB参数上有所不同,因此,对物种之间的性状和种群动态进行比较研究非常简单,尤其是因为DEB-IPM可以扩展为包括对资源的种群反馈,因此我们举一个例子。最关键的是,因为DEB理论将生长和繁殖速率明确地取决于环境条件(例如食物供应或温度),所以DEB-IPMs提供了一个机械平台来研究决定表型特征,生活史特征,种群共同变化的生物学过程。规模和社区结构。

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