Puy Andreu, Gimeno Elisabet, Torrents Jordi, Bartashevich Palina, Miguel M Carmen, Pastor-Satorras Romualdo, Romanczuk Pawel
Departament de Física, Universitat Politècnica de Catalunya, Barcelona 08034, Spain.
Departament de Física de la Matèria Condensada, Universitat de Barcelona, Barcelona 08028, Spain.
Proc Natl Acad Sci U S A. 2024 Apr 30;121(18):e2309733121. doi: 10.1073/pnas.2309733121. Epub 2024 Apr 25.
Animals moving together in groups are believed to interact among each other with effective social forces, such as attraction, repulsion, and alignment. Such forces can be inferred using "force maps," i.e., by analyzing the dependency of the acceleration of a focal individual on relevant variables. Here, we introduce a force map technique suitable for the analysis of the alignment forces experienced by individuals. After validating it using an agent-based model, we apply the force map to experimental data of schooling fish. We observe signatures of an effective alignment force with faster neighbors and an unexpected antialignment with slower neighbors. Instead of an explicit antialignment behavior, we suggest that the observed pattern is the result of a selective attention mechanism, where fish pay less attention to slower neighbors. This mechanism implies the existence of temporal leadership interactions based on relative speeds between neighbors. We present support for this hypothesis both from agent-based modeling as well as from exploring leader-follower relationships in the experimental data.
人们认为,成群活动的动物会通过吸引力、排斥力和对齐力等有效的社会力量相互作用。可以使用“力场图”来推断这些力,即通过分析焦点个体的加速度对相关变量的依赖性。在这里,我们介绍一种适用于分析个体所经历的对齐力的力场图技术。在使用基于智能体的模型对其进行验证后,我们将力场图应用于成群游动的鱼的实验数据。我们观察到与较快邻居之间存在有效对齐力的特征,以及与较慢邻居之间出现意外的反对齐现象。我们认为,观察到的模式并非源于明确的反对齐行为,而是选择性注意力机制的结果,即鱼对较慢邻居的关注较少。这种机制意味着存在基于邻居之间相对速度的时间领导关系。我们通过基于智能体的建模以及在实验数据中探索领导者 - 跟随者关系,为这一假设提供了支持。