论文标题
自适应Kuramoto网络中集群地层的稳定性
Stability of cluster formations in adaptive Kuramoto networks
论文作者
论文摘要
本文研究了具有自适应耦合的库拉莫托网络中多簇地层的稳定性。根据自适应耦合的群集内互连拓扑和可塑性参数,得出并制定了相应同步不变的环形歧管的局部渐近稳定性的足够条件。提出的足够的稳定性条件在定性地模仿具有静态耦合的库拉莫托网络的某些对应率结果,这些耦合需要足够强,密集的集群内连接,并且足够弱且稀疏的群体间连接。值得注意的是,群集地层的存在取决于属于不同簇的节点之间的互连结构,并且不需要形成簇的节点之间的任何耦合链接。另一方面,簇的稳定性取决于簇内部的互连结构。这种依赖性构成了本文的主要贡献。此外,还提供了两个数值示例来验证提出的理论发现。
This paper studies stability properties of multi-cluster formations in Kuramoto networks with adaptive coupling. Sufficient conditions for the local asymptotic stability of the corresponding synchronization invariant toroidal manifold are derived and formulated in terms of the intra-cluster interconnection topology and plasticity parameters of the adaptive couplings. The proposed sufficient stability conditions qualitatively mimic certain counterpart results for Kuramoto networks with static coupling which require sufficiently strong and dense intra-cluster connections and sufficiently weak and sparse inter-cluster ones. Remarkably, the existence of cluster formations depends on the interconnection structure between nodes belonging to different clusters and does not require any coupling links between nodes that form a cluster. On the other hand, the stability properties of clusters depend on the interconnection structure inside the clusters. This dependence constitutes the main contribution of the paper. Also, two numerical examples are provided to validate the proposed theoretical findings.