Generalized Dynamical Mean Field Theory for Non-Gaussian Interactions

被引:4
作者
Azaele, Sandro [1 ]
Maritan, Amos [1 ]
机构
[1] Univ Padua, Dept Phys & Astron G Galilei, Lab Interdisciplinary Phys, Padua, Italy
关键词
SPECIES ABUNDANCE;
D O I
10.1103/PhysRevLett.133.127401
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
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 LotkaVolterra 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 alpha-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.
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页数:6
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