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更深但更小:高阶相互作用增加线性稳定性但缩小吸引域。

Deeper but smaller: Higher-order interactions increase linear stability but shrink basins.

作者信息

Zhang Yuanzhao, Skardal Per Sebastian, Battiston Federico, Petri Giovanni, Lucas Maxime

机构信息

Santa Fe Institute, Santa Fe, NM 87501, USA.

Department of Mathematics, Trinity College, Hartford, CT 06106, USA.

出版信息

Sci Adv. 2024 Oct 4;10(40):eado8049. doi: 10.1126/sciadv.ado8049. Epub 2024 Oct 2.

Abstract

A key challenge of nonlinear dynamics and network science is to understand how higher-order interactions influence collective dynamics. Although many studies have approached this question through linear stability analysis, less is known about how higher-order interactions shape the global organization of different states. Here, we shed light on this issue by analyzing the rich patterns supported by identical Kuramoto oscillators on hypergraphs. We show that higher-order interactions can have opposite effects on linear stability and basin stability: They stabilize twisted states (including full synchrony) by improving their linear stability, but also make them hard to find by markedly reducing their basin size. Our results highlight the importance of understanding higher-order interactions from both local and global perspectives.

摘要

非线性动力学和网络科学的一个关键挑战是理解高阶相互作用如何影响集体动力学。尽管许多研究通过线性稳定性分析来探讨这个问题,但对于高阶相互作用如何塑造不同状态的全局组织却知之甚少。在这里,我们通过分析超图上相同的Kuramoto振子所支持的丰富模式来阐明这个问题。我们表明,高阶相互作用对线性稳定性和盆地稳定性可能产生相反的影响:它们通过提高线性稳定性来稳定扭曲状态(包括完全同步),但同时也通过显著减小其盆地大小使其难以被发现。我们的结果凸显了从局部和全局角度理解高阶相互作用的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/805a/11446277/05712e396992/sciadv.ado8049-f1.jpg

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