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

A. Tordeux, C. Totzeck
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引用次数: 2

Abstract

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.
港口-哈密顿系统行人集体动力学的多尺度描述
port - hamilton系统(PHS)理论是非线性物理系统的一种最新但已经建立的建模方法。最近的一些研究表明,小灵通框架与群体和多智能体系统的建模和控制有关。我们在这篇文章中确定了一类基于微观力的行人模型,可以将其表述为一个端口-汉密尔顿系统。行人小灵通具有线性结构和耗散分量。非线性效应来自于各向同性的行人相互作用。在无序初始状态环面上的仿真结果表明,port- hamilton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速度模型、动态台球或结晶动力学到现实的行人集体行为,包括反流和交叉流的车道和条形。port- hamilton框架是行人动力学的一种自然的多尺度描述,因为hamilton是一种通用的阶参量,使我们能够从宏观的角度识别动力学的特定行为。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。利用小灵通理论,我们系统地确定了哈密顿量的临界阈值,该阈值仅依赖于外源输入,并且可以进行物理解释。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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