Vlasov equations on directed hypergraph measures

被引:0
|
作者
Kuehn, Christian [1 ,2 ]
Xu, Chuang [3 ]
机构
[1] Tech Univ Munich, Dept Math, D-85748 Munich, Germany
[2] Tech Univ Munich, Munich Data Sci Inst MDSI, D-85748 Munich, Germany
[3] Univ Hawaii Manoa, Dept Math, Honolulu, HI 96822 USA
来源
关键词
Mean field limit; Higher-order interaction; Hypergraphs; Kuramoto model; Epidemic dynamics; Lotka-Volterra systems; Sparse networks; MEAN-FIELD EQUATION; KURAMOTO MODEL; SEQUENCES; BEHAVIOR; LIMITS;
D O I
10.1007/s42985-025-00313-6
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we propose a framework to investigate the mean field limit (MFL) of interacting particle systems on directed hypergraphs. We provide a non-trivial measure-theoretic viewpoint and make extensions of directed hypergraphs as directed hypergraph measures (DHGMs), which are measure-valued functions on a compact metric space. These DHGMs can be regarded as hypergraph limits which include limits of a sequence of hypergraphs that are sparse, dense, or of intermediate densities. Our main results show that the Vlasov equation on DHGMs are well-posed and its solution can be approximated by empirical distributions of large networks of higher-order interactions. The results are applied to a Kuramoto network in physics, an epidemic network, and an ecological network, all of which include higher-order interactions. To prove the main results on the approximation and well-posedness of the Vlasov equation on DHGMs, we robustly generalize the method of [Kuehn, Xu. Vlasov equations on digraph measures, JDE, 339 (2022), 261-349] to higher-dimensions.
引用
收藏
页数:49
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