Azaele Sandro, Maritan Amos
Department of Physics and Astronomy "G. Galilei," Laboratory of Interdisciplinary Physics, <a href="https://ror.org/00240q980">University of Padova</a>, Padova, Italy; <a href="https://ror.org/00z34yn88">INFN, Sezione di Padova</a>, via Marzolo 8, 35131 Padova, Italy; and National Biodiversity Future Center, Piazza Marina 61, 90133 Palermo, Italy.
Phys Rev Lett. 2024 Sep 20;133(12):127401. doi: 10.1103/PhysRevLett.133.127401.
We present a generalized dynamical mean field theory for studying the effects of non-Gaussian quenched noise in a general set of dynamical systems. We apply the framework to the generalized Lotka-Volterra equations, a central model in theoretical ecology, where species interactions are fixed over time and heterogeneous. Our results show that the new mean field equations have solutions that depend on all cumulants of the distribution of species interactions. We obtain an analytic solution when the interaction couplings are α-stable distributed and find a relationship between the abundance distribution of species and the statistics of microscopic interactions. In the case of sparse interactions, which we investigate analytically, we establish a simple relationship between the distribution of interactions and the one of population densities.
我们提出了一种广义动力学平均场理论,用于研究一般动力学系统中非高斯淬火噪声的影响。我们将该框架应用于广义洛特卡 - 沃尔泰拉方程,这是理论生态学中的核心模型,其中物种相互作用随时间固定且具有异质性。我们的结果表明,新的平均场方程的解取决于物种相互作用分布的所有累积量。当相互作用耦合呈α稳定分布时,我们得到了一个解析解,并找到了物种丰度分布与微观相互作用统计之间的关系。在我们进行解析研究的稀疏相互作用情况下,我们建立了相互作用分布与种群密度分布之间的简单关系。