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Large-scale microscopic simulation of taxi services. Berlin and Barcelona case studies

机译:出租车服务的大规模微观模拟。柏林和巴塞罗那的案例研究

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The paper presents research on large-scale microscopic simulation of taxi services in Berlin and Barcelona based on floating car data collected by local taxi fleets. Firstly, Berlin's and Barcelona's taxi markets are shortly described and the demand and supply data obtained from FCD analysed. Secondly, the online taxi dispatching problem formulation for this specific case is given, followed by the definition of two real-time rule-based heuristics used to dispatch taxis dynamically within the simulation. Finally, the simulation setup in MATSim is described, and the results obtained with both heuristics are analysed and compared in terms of dispatching performance, proving the effectiveness of the second strategy at different demand and supply scales. This paper is an extended version of Maciejewski and Bischoff 2015, where only the Berlin case study was presented.
机译:本文基于本地出租车车队收集的浮动汽车数据,对柏林和巴塞罗那的出租车服务进行了大规模微观仿真研究。首先,简要描述了柏林和巴塞罗那的出租车市场,并分析了从FCD获得的供求数据。其次,给出了针对该特定情况的在线出租车调度问题的表述,然后定义了两种基于规则的实时启发式算法,用于在模拟中动态调度出租车。最后,描述了MATSim中的仿真设置,并分析了两种启发式方法获得的结果,并根据调度性能进行了比较,证明了第二种策略在不同需求和供应规模下的有效性。本文是Maciejewski和Bischoff 2015的扩展版本,仅介绍了柏林案例研究。

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