斑马鱼成对游动模式的出现

IF 2.8 Q2 MECHANICS Flow (Cambridge, England) Pub Date : 2021-08-11 DOI:10.1017/flo.2021.5
M. Porfiri, M. Karakaya, Raghu Ram Sattanapalle, S. Peterson
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引用次数: 6

摘要

数学模型为鱼类集体行为出现的机制提供了新的见解。在这里,我们建立了一个数学模型来研究斑马鱼的集体行为,斑马鱼是临床前研究中很受欢迎的动物物种。该模型解释了个体之间的社会和流体动力学相互作用,以及斑马鱼的突发和海岸游泳风格。每条鱼都被描述为一个耦合的随机微分方程系统,它控制着它们的速度和转身率的时间演变。模型参数是利用斑马鱼对在浅水池中游泳的实验观察来校准的。该模型成功地捕获了动物集体反应的主要特征,通过预测它们偏好直线游动,一条鱼领先,另一条鱼尾随。在排成一行游泳时,由于流体动力排斥,动物具有相同的方向并彼此保持距离。流体动力的相互作用也会增加一对直线游泳的速度。通过线性化运动方程,我们证明了对于大范围模型参数的小扰动,直线游泳的局部稳定性。本文提出的数学支持结果支持动力系统理论的应用,以揭示鱼类集体行为的内部运作。
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Emergence of in-line swimming patterns in zebrafish pairs
Graphical Abstract Mathematical models promise new insights into the mechanisms underlying the emergence of collective behaviour in fish. Here, we establish a mathematical model to examine collective behaviour of zebrafish, a popular animal species in preclinical research. The model accounts for social and hydrodynamic interactions between individuals, along with the burst-and-coast swimming style of zebrafish. Each fish is described as a system of coupled stochastic differential equations, which govern the time evolution of their speed and turn rate. Model parameters are calibrated using experimental observations of zebrafish pairs swimming in a shallow water tank. The model successfully captures the main features of the collective response of the animals, by predicting their preference to swim in-line, with one fish leading and the other trailing. During in-line swimming, the animals share the same orientation and keep a distance from each other, owing to hydrodynamic repulsion. Hydrodynamic interaction is also responsible for an increase in the speed of the pair swimming in-line. By linearizing the equations of motion, we demonstrate local stability of in-line swimming to small perturbations for a wide range of model parameters. Mathematically backed results presented herein support the application of dynamical systems theory to unveil the inner workings of fish collective behaviour.
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