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arXiv 2211.06503physics.soc-ph
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港口-汉密尔顿系统对行人集体动力学的多尺度描述

Multi-scale description of pedestrian collective dynamics with port-Hamiltonian systems

Antoine Tordeux, Claudia Totzeck

摘要:

端口-哈密顿系统(PHS)理论是一个最近的,但已经很好地建立了非线性物理系统的建模方法。最近的一些研究表明,PHS框架是相关的群体和多智能体系统的建模和控制。我们确定在这方面的贡献一般类的微观力为基础的行人模型,可以制定为一个端口哈密顿系统。行人PHS具有线性结构和耗散元件。非线性效应来自各向同性行人相互作用。对具有无序初始状态的圆环的仿真结果表明,端口哈密顿行人模型可以表现出不同类型的动力学。它们的范围从没有相互作用的放松的速度模型,动态台球,或结晶动态现实的行人集体行为,包括车道和带状形成的柜台和交叉流。港口的哈密尔顿框架是一个自然的多尺度描述的行人动力学的哈密尔顿原来是一个通用的序参量,使我们能够识别特定的行为的动态从宏观的角度来看。特殊情况下,甚至可以通过能量平衡来确定哈密顿行为,而不需要繁琐的微观动力学计算。使用PHS理论,我们系统地确定了一个临界阈值的哈密顿量,它只依赖于外源输入,可以物理解释。

英文摘要:

Port-Hamiltonian systems (PHS) theory is a recent but already well-established modelling approach for non-linear physical systems. Some studies have shown lately that PHS frameworks are relevant for modelling and control of swarm and multi-agent systems. We identify in this contribution a general class of microscopic force-based pedestrian models that can be formulated as a port-Hamiltonian system. The pedestrian PHS has linear structure and dissipation components. Non-linear effects come from isotropic pedestrian interactions. Simulation results on a torus with disordered initial states show that the port-Hamiltonian pedestrian model can exhibit different types of dynamics. They range from relaxed speed models with no interaction, dynamical billiards, or crystallization dynamics to realistic pedestrian collective behaviors, including lane and strip formation for counter and crossing flow. The port-Hamiltonian framework is a natural multiscale description of pedestrian dynamics as the Hamiltonian turns out to be a generic order parameter that allows us to identify specific behaviours of the dynamics from a macroscopic viewpoint. Particular cases even enable through energy balance to determine the Hamiltonian behavior without requiring the tedious computation of the microscopic dynamics. Using PHS theory, we systematically identify a critical threshold value for the Hamiltonian, which relies only on exogenous input and can be physically interpreted.

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