Agent-based modeling in urban human mobility: A systematic review

IF 6.6 1区 经济学 Q1 URBAN STUDIES Cities Pub Date : 2025-03-01 Epub Date: 2025-01-04 DOI:10.1016/j.cities.2024.105697
A. Divasson-J., Ana M. Macarulla, J. Ignacio Garcia, Cruz E. Borges
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Abstract

Urban mobility is a complex system influenced by various factors such as infrastructure, technology, and human behavior. Agent-based modeling (ABM) has emerged as a valuable tool for simulating and understanding urban mobility dynamics.
This paper provides a comprehensive review of ABM applications in urban human mobility, offering insights into prevailing trends in this field. The analysis of model scales highlights the predominance of area and city scales, highlighting the need for greater exploration at the intersection, metropolis, and street scales. Furthermore, the examination of technological environments shows a reliance on desktop and laptop computers, complemented by a growing adoption of specialized ABM tools such as SUMO, Anylogic, NetLogo, GAMA, and MATSim.
Additionally, the study correlates ABM objectives with societal needs, revealing areas of alignment and gaps. While competitiveness and smart mobility receive considerable attention, there is a pronounced lack of focus on improving urban accessibility, sustainability, and public health. The analysis underscores the importance of addressing these gaps to ensure that ABM applications contribute effectively to addressing societal challenges.
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基于主体的城市人口流动建模:系统综述
城市交通是一个复杂的系统,受基础设施、技术和人类行为等多种因素的影响。基于智能体的建模(ABM)已经成为模拟和理解城市交通动态的一种有价值的工具。本文全面回顾了ABM在城市人口流动中的应用,并对该领域的流行趋势提出了见解。模型尺度的分析强调了区域和城市尺度的优势,强调了在十字路口、大都市和街道尺度上进行更大探索的必要性。此外,对技术环境的检查显示了对台式机和笔记本电脑的依赖,辅以越来越多地采用专门的ABM工具,如SUMO、Anylogic、NetLogo、GAMA和MATSim。此外,该研究将ABM目标与社会需求联系起来,揭示了一致和差距的领域。虽然竞争力和智能机动性受到相当大的关注,但明显缺乏对改善城市可达性、可持续性和公共卫生的关注。分析强调了解决这些差距的重要性,以确保ABM应用有效地应对社会挑战。
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来源期刊
Cities
Cities URBAN STUDIES-
CiteScore
11.20
自引率
9.00%
发文量
517
期刊介绍: Cities offers a comprehensive range of articles on all aspects of urban policy. It provides an international and interdisciplinary platform for the exchange of ideas and information between urban planners and policy makers from national and local government, non-government organizations, academia and consultancy. The primary aims of the journal are to analyse and assess past and present urban development and management as a reflection of effective, ineffective and non-existent planning policies; and the promotion of the implementation of appropriate urban policies in both the developed and the developing world.
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