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种群模型中环境噪声的放大:原因与后果

The amplification of environmental noise in population models: causes and consequences.

作者信息

Greenman J V, Benton T G

机构信息

Department of Computing Science and Mathematics, University of Stirling, Stirling FK9 4LA, Scotland.

出版信息

Am Nat. 2003 Feb;161(2):225-39. doi: 10.1086/345784.

Abstract

Environmental variability is a ubiquitous feature of every organism's habitat. However, the interaction between density dependence and those density-independent factors that are manifested as environmental noise is poorly understood. We are interested in the conditions under which noise interacts with the density dependence to cause amplification of that noise when filtered by the system. For a broad family of structured population models, we show that amplification occurs near the threshold from stable to unstable dynamics by deriving an analytic formula for the amplification under weak noise. We confirm that the effect of noise is to sustain oscillations that would otherwise decay, and we show that it is the amplitude and not the phase that is affected. This is a feature noted in several recent studies. We study this phenomenon in detail for the lurchin and LPA models of population dynamics. We find that the degree of amplification is sensitive to both the noise input and life-history stage through which it acts, that the results hold for surprisingly high levels of noise, and that stochastic chaos (as measured by local Lyapunov exponents) is a concomitant feature of amplification. Further, it is shown that the temporal autocorrelation, or "color," of the noise has a major impact on the system response. We discuss the conditions under which color increases population variance and hence the risk of extinction, and we show that periodicity is sharpened when the color of the noise and dynamics coincide. Otherwise, there is interference, which shows how difficult it is in practice to separate the effects of nonlinearity and noise in short time series. The sensitivity of the population dynamics to noise when close to a bifurcation has wide-ranging consequences for the evolution and ecology of population dynamics.

摘要

环境变异性是每个生物体栖息地普遍存在的特征。然而,密度依赖性与那些表现为环境噪声的非密度依赖性因素之间的相互作用却鲜为人知。我们感兴趣的是噪声与密度依赖性相互作用,在经过系统过滤时导致该噪声放大的条件。对于一大类结构化种群模型,我们通过推导弱噪声下放大的解析公式表明,放大发生在从稳定动态到不稳定动态的阈值附近。我们证实噪声的作用是维持否则会衰减的振荡,并且表明受影响的是振幅而非相位。这是最近几项研究中指出的一个特征。我们针对种群动态的urchin和LPA模型详细研究了这一现象。我们发现放大程度对噪声输入及其作用的生活史阶段都很敏感,这些结果在令人惊讶的高噪声水平下也成立,并且随机混沌(由局部李雅普诺夫指数衡量)是放大的一个伴随特征。此外,研究表明噪声的时间自相关或“颜色”对系统响应有重大影响。我们讨论了颜色增加种群方差从而增加灭绝风险的条件,并且表明当噪声的颜色与动态一致时周期性会增强。否则,就会有干扰,这表明在实践中要在短时间序列中分离非线性和噪声的影响是多么困难。种群动态在接近分岔时对噪声的敏感性对种群动态的进化和生态具有广泛的影响。

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