气体动力学理论在手动和自动驾驶混合交通建模中的应用

D. Ngoduy
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引用次数: 82

摘要

在本文中,我们提出了一个适用于手动和自适应巡航控制(ACC)车辆混合交通流的扩展多类气体动力学理论。在模型中,采用微观模型对ACC车辆的加减速进行了明确的描述。利用众所周知的矩量法,从所提出的气体动力学模型得到了宏观多类交通方程。利用线性稳定性方法,导出了小扰动下交通流稳定性的影响条件。分析结果表明,ACC车辆有助于提高交通流的稳定性。在环形高速公路上建立的多级宏观模型的数值模拟结果支持了我们的分析结果,并表明增加ACC车辆的渗透率会使交通流更加稳定。通过对开放高速公路入口匝道合流的仿真,描述了ACC车辆侵彻对瓶颈通行能力的影响。研究发现,在交通流中加入30%左右的ACC车辆,可以显著提高通行能力,缩短通行时间。我们认为,与其他微观模型一起,我们的模型提供了ACC车辆对交通流特征影响的更广泛的图景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of gas-kinetic theory to modelling mixed traffic of manual and ACC vehicles
In this article, we propose an extended multiclass gas-kinetic theory applicable to mixed traffic flow of manual and adaptive cruise control (ACC) vehicles. In the model, the acceleration/deceleration of ACC vehicles is specified explicitly using microscopic models. The macroscopic multiclass traffic equations are obtained from the proposed gas-kinetic model using the well-known method of moments. The influencing conditions to traffic flow stability with respect to a small perturbation are derived by the linear stability method. The analytical results show that ACC vehicles contribute to the improved stabilisation of traffic flow. The numerical simulations of our developed multiclass macroscopic model on a circular freeway support our analytical findings and indicate that increasing the penetration of ACC vehicles results in more stable traffic flow. Simulations of merging flows at an on-ramp in an open freeway are carried out to describe the effects of the penetration of ACC vehicles on the bottleneck capacity. It is found that around 30% ACC vehicles in traffic flow leads to significantly increased capacity and reduced travel time. We argue that, together with other microscopic models, our model provides a wider picture of the effects of ACC vehicles on traffic flow characteristics.
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来源期刊
Transportmetrica
Transportmetrica 工程技术-运输科技
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