Beuria Jyotiranjan, Behera Laxmidhar
IKSMHA Center, IIT Mandi, Mandi, India.
IKS Research Center, ISS Delhi, Delhi, India.
R Soc Open Sci. 2024 Sep 4;11(9):240794. doi: 10.1098/rsos.240794. eCollection 2024 Sep.
We investigate the collective dynamics of multi-agent systems in two- and three-dimensional environments generated by minimizing discrete Ricci curvature with local and non-local interaction neighbourhoods. We find that even a single effective topological neighbour suffices for significant order in a system with non-local topological interactions. We also explore topological information flow patterns and clustering dynamics using Hodge spectral entropy and mean Forman-Ricci curvature.
我们通过最小化具有局部和非局部相互作用邻域的离散 Ricci 曲率,研究二维和三维环境中多智能体系统的集体动力学。我们发现,对于具有非局部拓扑相互作用的系统,即使只有一个有效的拓扑邻居也足以产生显著的秩序。我们还使用 Hodge 谱熵和平均 Forman-Ricci 曲率探索拓扑信息流模式和聚类动力学。