Bergström Ulf, Englund Göran, Leonardsson Kjell
Department of Ecology and Environmental Science and Umeå Marine Sciences Centre, Umeå University, SE-901 87 Umeå, Sweden.
Am Nat. 2006 Feb;167(2):246-59. doi: 10.1086/499372. Epub 2006 Jan 9.
Extrapolating ecological processes from small-scale experimental systems to scales of natural populations usually entails a considerable increase in spatial heterogeneity, which may affect process rates and, ultimately, population dynamics. We demonstrate how information on the heterogeneity of natural populations can be taken into account when scaling up laboratory-derived process functions, using the technique of moment approximation. We apply moment approximation to a benthic crustacean predator-prey system, where a laboratory-derived functional response is made spatial by including correction terms for the variance in prey density and the covariance between prey and predator densities observed in the field. We also show how moment approximation may be used to incorporate spatial information into a dynamic model of the system. While the nonspatial model predicts stable dynamics, its spatial equivalent also produces bounded fluctuations, in agreement with observed dynamics. A detailed analysis shows that predator-prey covariance, but not prey variance, destabilizes the dynamics. We conclude that second-order moment approximation may provide a useful technique for including spatial information in population models. The main advantage of the method is its conceptual value: by providing explicit estimates of variance and covariance effects, it offers the possibility of understanding how heterogeneity affects ecological processes.
将生态过程从小规模实验系统外推到自然种群规模,通常会使空间异质性显著增加,这可能会影响过程速率,并最终影响种群动态。我们展示了在扩大实验室得出的过程函数时,如何利用矩近似技术来考虑自然种群异质性的信息。我们将矩近似应用于一个底栖甲壳类捕食者 - 猎物系统,通过纳入针对在野外观察到的猎物密度方差以及猎物与捕食者密度之间协方差的校正项,使实验室得出的功能反应具有空间特性。我们还展示了如何使用矩近似将空间信息纳入系统的动态模型。虽然非空间模型预测动态稳定,但其空间等效模型也会产生有界波动,这与观察到的动态一致。详细分析表明,捕食者 - 猎物协方差而非猎物方差会使动态不稳定。我们得出结论,二阶矩近似可能为在种群模型中纳入空间信息提供一种有用的技术。该方法的主要优点在于其概念价值:通过提供方差和协方差效应的明确估计,它提供了理解异质性如何影响生态过程的可能性。