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混沌昆虫群体的平均场理论

Mean-field theory of chaotic insect swarms.

作者信息

González-Albaladejo R, Bonilla L L

机构信息

Departamento de Matemática Aplicada, Universidad Complutense de Madrid, 28040 Madrid, Spain and Gregorio Millán Institute for Fluid Dynamics, Nanoscience and Industrial Mathematics, Universidad Carlos III de Madrid, 28911 Leganés, Spain.

Gregorio Millán Institute for Fluid Dynamics, Nanoscience and Industrial Mathematics, Universidad Carlos III de Madrid, 28911 Leganés, Spain and Department of Mathematics, Universidad Carlos III de Madrid, 28911 Leganés, Spain.

出版信息

Phys Rev E. 2023 Jun;107(6):L062601. doi: 10.1103/PhysRevE.107.L062601.

DOI:10.1103/PhysRevE.107.L062601
PMID:37464672
Abstract

The harmonically confined Vicsek model displays qualitative and quantitative features observed in natural insect swarms. It exhibits a scale-free transition between single and multicluster chaotic phases. Finite-size scaling indicates that this unusual phase transition occurs at zero confinement [Phys. Rev. E 107, 014209 (2023)2470-004510.1103/PhysRevE.107.014209]. While the evidence of the scale-free-chaos phase transition comes from numerical simulations, here we present its mean-field theory. Analytically determined critical exponents are those of the Landau theory of equilibrium phase transitions plus dynamical critical exponent z=1 and a new critical exponent φ=0.5 for the largest Lyapunov exponent. The phase transition occurs at zero confinement and noise in the mean-field theory. The noise line of zero largest Lyapunov exponents informs observed behavior: (i) the qualitative shape of the swarm (on average, the center of mass rotates slowly at the rate marked by the winding number and its trajectory fills compactly the space, similarly to the observed condensed nucleus surrounded by vapor) and (ii) the critical exponents resemble those observed in natural swarms. Our predictions include power laws for the frequency of the maximal spectral amplitude and the winding number.

摘要

谐波约束的维塞克模型展现出在自然昆虫群中观察到的定性和定量特征。它在单簇和多簇混沌相之间呈现出无标度转变。有限尺寸标度表明,这种不寻常的相变发生在零约束条件下[《物理评论E》107, 014209 (2023)2470 - 004510.1103/PhysRevE.107.014209]。虽然无标度混沌相变的证据来自数值模拟,但在此我们给出其平均场理论。通过解析确定的临界指数是平衡相变的朗道理论的临界指数,再加上动力学临界指数z = 1以及最大李雅普诺夫指数的一个新临界指数φ = 0.5。在平均场理论中,相变发生在零约束和零噪声条件下。零最大李雅普诺夫指数的噪声线揭示了观测到的行为:(i) 群体的定性形状(平均而言,质心以缠绕数标记的速率缓慢旋转,其轨迹紧凑地填充空间,类似于观测到的被蒸汽包围的凝聚核)以及 (ii) 临界指数类似于在自然群体中观测到的那些。我们的预测包括最大谱振幅频率和缠绕数的幂律。

相似文献

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Mean-field theory of chaotic insect swarms.混沌昆虫群体的平均场理论
Phys Rev E. 2023 Jun;107(6):L062601. doi: 10.1103/PhysRevE.107.L062601.
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引用本文的文献

1
Scale-Free Chaos in the 2D Harmonically Confined Vicsek Model.二维谐波限制维克赛克模型中的无标度混沌
Entropy (Basel). 2023 Dec 11;25(12):1644. doi: 10.3390/e25121644.