Analyzing On-Demand Mobility Services by Agent-Based Simulation

Michal Čertický, M. Jakob, Radek Píbil
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引用次数: 11

Abstract

Widespread adoption of smartphones and ubiquitous internet connectivity gives rise to new markets for personalized and efficient on-demand mobility services. To rigorously analyze new control mechanisms for these services, we introduce an open-source agent-based simulation testbed that allows evaluating the performance of demand-responsive transport schemes. In particular, our testbed provides a framework to compare both centralized and decentralized, static and dynamic passenger allocation and vehicle routing mechanisms under various conditions; including varying vehicle fleets, road network topologies and passenger demands. The testbed supports all stages of the experimental process; from the implementation of control mechanisms and the definition of experiment scenarios, through to simulation execution, analysis, and interpretation of results. Ultimately, our testbed accelerates the development of control mechanisms for emerging on-demand mobility services and facilitates their comparison with well-defined benchmarks. We illustrate our approach on an example simulation study of standard taxi and taxi sharing services in the area of Sydney, Australia.
基于agent的按需移动服务仿真分析
智能手机的广泛采用和无处不在的互联网连接为个性化和高效的按需移动服务提供了新的市场。为了严格分析这些服务的新控制机制,我们引入了一个开源的基于代理的模拟测试平台,可以评估需求响应传输方案的性能。特别是,我们的测试平台提供了一个框架来比较各种条件下的集中式和分散式、静态和动态乘客分配和车辆路线机制;包括不同的车队、道路网络拓扑结构和乘客需求。试验台支持实验过程的所有阶段;从控制机制的实施和实验场景的定义,到模拟执行,分析和结果的解释。最终,我们的测试平台加速了新兴按需移动服务控制机制的开发,并促进了它们与定义良好的基准的比较。我们以澳大利亚悉尼地区的标准出租车和出租车共享服务的模拟研究为例说明了我们的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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