基于代理的人群模拟:对异质行为决定因素的深入调查

Saba Khan, Zhigang Deng
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引用次数: 0

摘要

近年来,人群仿真领域取得了长足的进步,这部分归功于硬件性能的提高,以及对基于代理特征的显著强调。当研究人员试图模拟具有独特行为特征和目的驱动行动的代理时,基于代理的模拟是首选方法,这对于模拟多样化和逼真的人群运动至关重要。本研究采用系统化方法,细致研究了模拟异质微观人群的一系列重要因素。重点是仔细研究虚拟代理的低级行为细节和个体特征,以捕捉对其互动的细微理解。本调查报告基于在知名同行评审期刊和会议上发表的研究。本调查的主要目的是介绍基于代理的人群仿真领域的各种进展,特别强调研究人员在开发人群仿真模型时所考虑的代理行为的各个方面。此外,调查还提出了未来的研究方向,目的是开发新的应用,重点实现更逼真、更高效的人群模拟。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Agent-based crowd simulation: an in-depth survey of determining factors for heterogeneous behavior

Agent-based crowd simulation: an in-depth survey of determining factors for heterogeneous behavior

In recent years, the field of crowd simulation has experienced significant advancements, attributed in part to the improvement of hardware performance, coupled with a notable emphasis on agent-based characteristics. Agent-based simulations stand out as the preferred methodology when researchers seek to model agents with unique behavioral traits and purpose-driven actions, a crucial aspect for simulating diverse and realistic crowd movements. This survey adopts a systematic approach, meticulously delving into the array of factors vital for simulating a heterogeneous microscopic crowd. The emphasis is placed on scrutinizing low-level behavioral details and individual features of virtual agents to capture a nuanced understanding of their interactions. The survey is based on studies published in reputable peer-reviewed journals and conferences. The primary aim of this survey is to present the diverse advancements in the realm of agent-based crowd simulations, with a specific emphasis on the various aspects of agent behavior that researchers take into account when developing crowd simulation models. Additionally, the survey suggests future research directions with the objective of developing new applications that focus on achieving more realistic and efficient crowd simulations.

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