Higher-order topology for collective motions

被引:0
作者
Sun, Zijie [1 ]
Hu, Tianjiang [2 ]
机构
[1] Sun Yat sen Univ, Sch Aeronaut & Astronaut, 66 Gongchang Rd, Shenzhen, Guangdong, Peoples R China
[2] Sun Yat sen Univ, Sch Artificial Intelligence, 135 Xingang Rd, Guangzhou 510275, Peoples R China
关键词
Collective motion; Hypergraph; Higher order interaction; Responsiveness; Persistence; Flocking; GOLDSTONE MODE; CONSENSUS; FLOCKING; COHESION; BEHAVIOR;
D O I
10.1007/s40747-024-01665-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Collective motions are prevalent in various natural groups, such as ant colonies, bird flocks, fish schools and mammal herds. Physical or mathematical models have been developed to formalize and/or regularize these collective behaviors. However, these models usually follow pairwise topology and seldom maintain better responsiveness and persistence simultaneously, particularly in the face of sudden predator-like invasion. In this paper, we propose a specified higher-order topology, rather than the pairwise individual-to-individual pattern, to enable optimal responsiveness-persistence trade-off in collective motion. Then, interactions in hypergraph are designed between both individuals and sub-groups. It not only enhances connectivity of the interaction network but also mitigates its localized feature. Simulation results validate the effectiveness of the proposed approach in achieving a subtle balance between responsiveness and persistence even under external disturbances.
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收藏
页数:17
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