论文标题
耦合拓扑信号的高阶简单同步
Higher-order simplicial synchronization of coupled topological signals
论文作者
论文摘要
简单络合物捕获了从大脑到社交网络的复杂系统的基本网络拓扑和几何形状。在这里,我们表明代数拓扑是捕获简单复合物的高阶动力学的基本工具。特别是我们考虑拓扑信号,即在不同维度的简单上定义的动态信号,在这里被视为节点和链接,以简单。我们表明,在节点和链接上定义的信号之间的耦合导致爆炸性拓扑同步,在节点上定义的阶段同时同步与不连续相变的链接上定义的阶段。我们研究了真实连接组以及简单复合物和网络模型的模型。最后,我们提供了一种综合的理论方法,该方法可以捕获完全连接的网络和在退火近似中处理的随机网络上的过渡,从而确定了在较大网络限制中观察封闭的磁滞循环的条件。
Simplicial complexes capture the underlying network topology and geometry of complex systems ranging from the brain to social networks. Here we show that algebraic topology is a fundamental tool to capture the higher-order dynamics of simplicial complexes. In particular we consider topological signals, i.e., dynamical signals defined on simplices of different dimension, here taken to be nodes and links for simplicity. We show that coupling between signals defined on nodes and links leads to explosive topological synchronization in which phases defined on nodes synchronize simultaneously to phases defined on links at a discontinuous phase transition. We study the model on real connectomes and on simplicial complexes and network models. Finally, we provide a comprehensive theoretical approach that captures this transition on fully connected networks and on random networks treated within the annealed approximation, establishing the conditions for observing a closed hysteresis loop in the large network limit.