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行人动力学中的人类感知过程建模:一种混合方法。

Modelling human perception processes in pedestrian dynamics: a hybrid approach.

作者信息

Colombi A, Scianna M

机构信息

Department of Mathematical Sciences , Politecnico di Torino , Corso Duca degli Abruzzi 24, 10129 Torino, Italy.

出版信息

R Soc Open Sci. 2017 Mar 1;4(3):160561. doi: 10.1098/rsos.160561. eCollection 2017 Mar.

Abstract

In this paper, we present a hybrid mathematical model describing crowd dynamics. More specifically, our approach is based on the well-established Helbing-like discrete model, where each pedestrian is individually represented as a dimensionless point and set to move in order to reach a target destination, with deviations deriving from both physical and social forces. In particular, physical forces account for interpersonal collisions, whereas social components include the individual desire to remain sufficiently far from other walkers (the so-called territorial effect). In this respect, the repulsive behaviour of pedestrians is here set to be different from traditional Helbing-like methods, as it is assumed to be largely determined by how they perceive the presence and the position of neighbouring individuals, i.e. either objectively as pointwise/localized entities or subjectively as spatially distributed masses. The resulting modelling environment is then applied to specific scenarios, that first reproduce a real-world experiment, specifically designed to derive our model hypothesis. Sets of numerical realizations are also run to analyse in more details the pedestrian paths resulting from different types of perception of small groups of static individuals. Finally, analytical investigations formalize and validate from a mathematical point of view selected simulation outcomes.

摘要

在本文中,我们提出了一个描述人群动态的混合数学模型。更具体地说,我们的方法基于成熟的类Helbing离散模型,其中每个行人被单独表示为一个无量纲点,并设置为朝着目标目的地移动,偏差源于物理力和社会力。特别地,物理力考虑人际碰撞,而社会成分包括个体与其他行人保持足够远距离的愿望(即所谓的领地效应)。在这方面,行人的排斥行为在此被设定为与传统的类Helbing方法不同,因为它被假定在很大程度上取决于他们如何感知相邻个体的存在和位置,即要么客观地将其视为逐点/局部化实体,要么主观地将其视为空间分布的群体。然后将由此产生的建模环境应用于特定场景,首先重现一个专门设计用于推导我们模型假设的真实世界实验。还运行了多组数值实现,以更详细地分析由对小群体静态个体的不同类型感知所产生的行人路径。最后,从数学角度对选定的模拟结果进行形式化和验证的分析研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8273/5383809/360b1cd78174/rsos160561-g1.jpg

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