Departments of Electrical and Computer Engineering, Biomedical Engineering and Mathematical Sciences, University of Delaware, Newark, DE, United States of America.
PLoS One. 2021 Aug 12;16(8):e0255880. doi: 10.1371/journal.pone.0255880. eCollection 2021.
The interaction between a consumer (such as, a predator or a parasitoid) and a resource (such as, a prey or a host) forms an integral motif in ecological food webs, and has been modeled since the early 20th century starting from the seminal work of Lotka and Volterra. While the Lotka-Volterra predator-prey model predicts a neutrally stable equilibrium with oscillating population densities, a density-dependent predator attack rate is known to stabilize the equilibrium. Here, we consider a stochastic formulation of the Lotka-Volterra model where the prey's reproduction rate is a random process, and the predator's attack rate depends on both the prey and predator population densities. Analysis shows that increasing the sensitivity of the attack rate to the prey density attenuates the magnitude of stochastic fluctuations in the population densities. In contrast, these fluctuations vary non-monotonically with the sensitivity of the attack rate to the predator density with an optimal level of sensitivity minimizing the magnitude of fluctuations. Interestingly, our systematic study of the predator-prey correlations reveals distinct signatures depending on the form of the density-dependent attack rate. In summary, stochastic dynamics of nonlinear Lotka-Volterra models can be harnessed to infer density-dependent mechanisms regulating predator-prey interactions. Moreover, these mechanisms can have contrasting consequences on population density fluctuations, with predator-dependent attack rates amplifying stochasticity, while prey-dependent attack rates countering to buffer fluctuations.
消费者(如捕食者或寄生蜂)与资源(如猎物或宿主)之间的相互作用构成了生态食物网的基本模式,自 20 世纪初以来,Lotka 和 Volterra 的开创性工作就开始对其进行建模。虽然 Lotka-Volterra 捕食者-猎物模型预测具有中性稳定平衡的振荡种群密度,但已知密度依赖的捕食者攻击率可以稳定平衡。在这里,我们考虑了 Lotka-Volterra 模型的随机形式,其中猎物的繁殖率是一个随机过程,而捕食者的攻击率取决于猎物和捕食者的种群密度。分析表明,增加攻击率对猎物密度的敏感性会减弱种群密度的随机波动幅度。相比之下,这些波动随攻击率对捕食者密度的敏感性呈非单调变化,最优敏感性水平最小化了波动幅度。有趣的是,我们对捕食者-猎物相关性的系统研究揭示了依赖密度的攻击率形式的不同特征。总之,非线性 Lotka-Volterra 模型的随机动力学可用于推断调节捕食者-猎物相互作用的密度依赖性机制。此外,这些机制对种群密度波动有相反的影响,捕食者依赖的攻击率放大随机性,而猎物依赖的攻击率则缓冲波动。