Complexity-stability relationships in competitive disordered dynamical systems.

IF 2.4 3区 物理与天体物理 Q1 Mathematics Physical review. E Pub Date : 2024-11-01 DOI:10.1103/PhysRevE.110.054403
Onofrio Mazzarisi, Matteo Smerlak
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引用次数: 0

Abstract

Robert May famously used random matrix theory to predict that large, complex systems cannot admit stable fixed points. However, this general conclusion is not always supported by empirical observation: from cells to biomes, biological systems are large, complex, and often stable. In this paper, we revisit May's argument in light of recent developments in both ecology and random matrix theory. We focus on competitive systems, and, using a nonlinear generalization of the competitive Lotka-Volterra model, we show that there are, in fact, two kinds of complexity-stability relationships in disordered dynamical systems: if self-interactions grow faster with density than cross-interactions, complexity is destabilizing; but if cross-interactions grow faster than self-interactions, complexity is stabilizing.

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竞争性无序动态系统中的完备性-稳定性关系。
罗伯特-梅(Robert May)曾利用随机矩阵理论预测,大型复杂系统不可能存在稳定的固定点。然而,这一一般性结论并不总是得到经验观察的支持:从细胞到生物群落,生物系统都是庞大、复杂的,而且往往是稳定的。在本文中,我们将根据生态学和随机矩阵理论的最新发展,重新审视梅的论点。我们将重点放在竞争性系统上,并利用竞争性洛特卡-沃尔特拉模型的非线性概括,证明在无序动态系统中实际上存在两种复杂性-稳定性关系:如果自相互作用随密度增长的速度快于交叉相互作用,复杂性就会破坏稳定;但如果交叉相互作用的增长速度快于自相互作用,复杂性就会稳定。
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来源期刊
Physical review. E
Physical review. E 物理-物理:流体与等离子体
CiteScore
4.60
自引率
16.70%
发文量
0
审稿时长
3.3 months
期刊介绍: Physical Review E (PRE), broad and interdisciplinary in scope, focuses on collective phenomena of many-body systems, with statistical physics and nonlinear dynamics as the central themes of the journal. Physical Review E publishes recent developments in biological and soft matter physics including granular materials, colloids, complex fluids, liquid crystals, and polymers. The journal covers fluid dynamics and plasma physics and includes sections on computational and interdisciplinary physics, for example, complex networks.
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