An agent-based simulation model for the growth of the Sydney Trains network

IF 2.6 3区 经济学 Q2 ENVIRONMENTAL STUDIES Environment and Planning B: Urban Analytics and City Science Pub Date : 2024-01-02 DOI:10.1177/23998083231224831
Bahman Lahoorpoor, David M Levinson
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Abstract

Agent-based models are computational methods for simulating the actions and reactions of autonomous entities with the ability to capture their effects on a system through interaction rules. This study develops an agent-based simulation model (RANGE) to replicate the growth of Sydney Trains network by given exogenous historical evolution in land use. A set of locational rules has been defined to find a sequence of optimal stations from an initial seed. The model framework is an iterative process that includes five consecutive components including environment loading, measuring access, locating stations, connecting stations, and evaluating connections. In each iteration, following the locating/connecting process in each line of railways network, the accessibility will be calculated, and land use will be updated. Based on the compilation of network topology and properties, each iteration will be a year-on-year time step analysis. The network evolves based on a set of locational rules in regards to changes in the historic land use. Also, two coverage indices are defined to evaluate the fitness of the simulated lines in comparison to the Sydney tram and train network.
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悉尼火车网络发展的代理模拟模型
基于代理的模型是模拟自主实体的行动和反应的计算方法,能够通过交互规则捕捉它们对系统的影响。本研究开发了一种基于代理的仿真模型(RANGE),通过土地利用的外生历史演变来复制悉尼火车网络的增长。该模型定义了一系列定位规则,以从初始种子中找到最优车站序列。模型框架是一个迭代过程,包括五个连续的组成部分,包括环境负荷、交通流量测量、车站定位、车站连接和连接评估。在每一次迭代中,铁路网各线路的定位/连接过程结束后,将计算可达性并更新土地使用情况。根据网络拓扑和属性汇编,每次迭代都将进行逐年时间步长分析。根据历史上土地利用的变化,网络将根据一系列定位规则进行演化。此外,还定义了两个覆盖指数,用于评估模拟线路与悉尼有轨电车和火车网络的匹配度。
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来源期刊
CiteScore
6.10
自引率
11.40%
发文量
159
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