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Modelling and simulation of highly mixed traffic flow on two-lane two-way urban streets

机译:双线双向城市街道高度混合交通流量的建模与仿真

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摘要

Two-lane two-way urban streets play a significant role in the transportation system. Due to the high mixture of traffic flow, few models are capable of describing the complex interaction with multiple types of agents involved. This paper proposes a Strategy Selection and Transition (SSAT) model formulated as a hierarchical 'Motivation-Decision-Action' framework. The motivation layer uses the Risk-Motion-Field to select a driving strategy as the driving intention. Then, the decision layer dynamically adjusts the intention through the strategy transition embodied in a well-defined Finite-State Machine. Finally, in the action layer, a set of corresponding operational models specify the decided behavior into control parameters. As per our numerical test, SSAT model outperforms VISSIM and TransModeler, which are two widely-used simulation software, at the macroscopic level. Besides, overtaking-distance ratio and trajectory distribution replicate the evidence of the highly mixed traffic flow. In addition, the case study is also satisfactory.
机译:双车道双向城市街道在运输系统中发挥着重要作用。由于交通流量的高混合,很少有模型能够描述涉及多种类型代理的复杂相互作用。本文提出了一种作为分层'动机决策 - 动作'框架制定的战略选择和转换(SSAT)模型。动机层使用风险运动场来选择驾驶策略作为驾驶意图。然后,决策层通过明确定义的有限状态机中体现的策略转换动态调整意图。最后,在动作层中,一组相应的操作模型将决定的行为指定为控制参数。根据我们的数值测试,SSAT模型优于Vissim和Transmodeler,这是宏观级别的两个广泛使用的仿真软件。此外,超前距离比和轨迹分布复制了高度混合的交通流量的证据。此外,案例研究也令人满意。

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