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Game theoretical framework for bicycle operations: A multi-strategy framework

机译:游戏自行车运营理论框架:多战略框架

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摘要

This paper presents a novel microscopic modelling framework for bicycle flow operations. The modelling principles are based on similar principles successfully applied in our previous work on pedestrian and vessel flow. The main contributions of the paper are in the extension towards modelling cyclists that has not been proposed in literature before, and in the insights gained by simulation with the model using different scenarios, showing how the model outcomes depend on the modelling choices and parameters.The generalisation entails two major changes compared to our previous pedestrian model. First of all, the model does justice to the kinematics of cyclists. Contrary to pedestrians, cyclist are more restricted in their movement. The model approximates these restrictions by considering speed and movement direction and changes therein. Secondly, the model includes different strategies (cooperative, zero-acceleration, demon opponent) in its underlying game-theoretical framework, and allows including traffic rules. This allows us to model different attitudes towards risk representing different types of cyclists.The (qualitative) insights gained by application of the model pertain to one-on-one interactions between cyclists and the impact of the strategy assumptions and parameter choices on those interactions as well as on the collective phenomena that occur in the cyclist flow and their sensitivity to parameters (reflecting the extent of the prediction horizon, the level of anisotropy, and the relative importance of keeping the desired path). With respect to the collective phenomena, we look at efficiency and self-organised patterns.We conclude that the model acts in a plausible manner. While we do not aim to show empirical validity, we see that the qualitative behaviour of one-on-one interactions is plausible if compared to experimental or field data. We also observe plausible collective patterns, including forms of self-organisation under specific parameter settings. The latter is not trivial given the fundamental differences in bicycle and pedestrian flow.
机译:本文提出了一种用于自行车流动操作的新型显微模型框架。建模原则是基于在我们以前的行人和船只流动的工作中成功应用的类似原则。纸张的主要贡献旨在拓展尚未在文献中提出的骑自行车者,并且在使用不同场景的模型中通过模拟获得的洞察力,展示了模型结果如何取决于建模选择和参数。该与我们以前的行人模型相比,概括需要两个重大变化。首先,该模型对骑自行车者的运动学进行正义。与行人相反,骑自行车的人在运动中更受限制。模型通过考虑速度和移动方向并在其中改变来近似这些限制。其次,该模型包括其潜在的游戏理论框架中的不同策略(合作,零加速,恶魔对手),并允许包括交通规则。这使我们可以模拟代表不同类型骑自行车者的风险的不同态度。通过应用模型获得的(定性)洞察力涉及骑自行车者之间的一对一的相互作用以及战略假设和参数选择对这些相互作用的影响以及在骑自行车的流量中发生的集体现象及其对参数的敏感性(反映预测地平线的程度,各向异性水平,以及保持所需路径的相对重要性)。关于集体现象,我们看看效率和自组织模式。我们得出结论,模型以合理的方式行事。虽然我们旨在表现出经验有效性,但我们看到,与实验或现场数据相比,一对一交互的定性行为是合理的。我们还观察到合理的集体模式,包括在特定参数设置下的自组织形式。鉴于自行车和行人流动的根本差异,后者并不琐碎。

著录项

  • 来源
    《Transportation research》 |2021年第7期|103175.1-103175.18|共18页
  • 作者单位

    Delft Univ Technol Transport & Planning Dept Delft Netherlands;

    Delft Univ Technol Transport & Planning Dept Delft Netherlands;

    Delft Univ Technol Transport & Planning Dept Delft Netherlands;

    Delft Univ Technol Transport & Planning Dept Delft Netherlands;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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