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基于主体的集体合作模拟:从实验到模型

Agent-based simulation of collective cooperation: from experiment to model.

作者信息

Kleinmeier Benedikt, Köster Gerta, Drury John

机构信息

Munich University of Applied Sciences, Department of Computer Science and Mathematics, 80335 Munich, Germany.

Technical University of Munich, Department of Informatics, 85748 Garching, Germany.

出版信息

J R Soc Interface. 2020 Oct;17(171):20200396. doi: 10.1098/rsif.2020.0396. Epub 2020 Oct 7.

Abstract

Simulation models of pedestrian dynamics have become an invaluable tool for evacuation planning. Typically, crowds are assumed to stream unidirectionally towards a safe area. Simulated agents avoid collisions through mechanisms that belong to each individual, such as being repelled from each other by imaginary forces. But classic locomotion models fail when collective cooperation is called for, notably when an agent, say a first-aid attendant, needs to forge a path through a densely packed group. We present a controlled experiment to observe what happens when humans pass through a dense static crowd. We formulate and test hypotheses on salient phenomena. We discuss our observations in a psychological framework. We derive a model that incorporates: agents' perception and cognitive processing of a situation that needs cooperation; selection from a portfolio of behaviours, such as being cooperative; and a suitable action, such as swapping places. Agents' ability to successfully get through a dense crowd emerges as an effect of the psychological model.

摘要

行人动力学模拟模型已成为疏散规划中一项极具价值的工具。通常情况下,人们假定人群单向涌向安全区域。模拟智能体通过属于每个个体的机制来避免碰撞,比如被虚拟力相互排斥。但当需要集体协作时,经典的运动模型就会失效,尤其是当一个智能体,比如一名急救人员,需要在密集人群中开辟出一条道路时。我们进行了一项对照实验,以观察人类在穿过密集静止人群时会发生什么。我们针对显著现象提出并检验假设。我们在一个心理学框架内讨论我们的观察结果。我们推导出一个模型,该模型包含:智能体对需要协作的情境的感知和认知处理;从一系列行为中进行选择,比如具有协作性;以及采取合适的行动,比如交换位置。智能体成功穿过密集人群的能力是心理模型产生的一种结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a52/7653390/57a4750bebc7/rsif20200396-g1.jpg

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