Effects of CAV on the stability and energy consumption of heterogeneous traffic flow system

IF 1.5 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Chinese Physics B Pub Date : 2023-12-08 DOI:10.1088/1674-1056/ad1383
S. J, Z. D, Liu H Q, Jiang R, Yu Z X
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Abstract

With the progression of intelligent and interconnected traffic system, a convergence of traffic stream is anticipated in the foreseeable future, where both connected automated vehicle (CAV) and human driven vehicle (HDV) will coexist. In order to examine the effect of CAV on the overall stability and energy consumption of such heterogeneous traffic system, we first take into account the interrelated perception of distance and speed by CAV to establish a macroscopic dynamic model utilizing the full velocity difference (FVD) model. Subsequently, drawing upon the linear stability theory, we propose the linear stability condition for the model using the small perturbation method,and the validity of the heterogeneous model is verified comparing with the FVD model. Through nonlinear theoretical analysis, we further derive the KdV-Burgers equation, which captures the propagation characteristics of traffic density waves. Finally, by means of numerical simulation experiments utilizing a macroscopic model of heterogeneous traffic flow, the effect of CAV permeability on the stability of density waves in heterogeneous traffic flow and the energy consumption of the traffic system is investigated. Subsequent analysis reveals emergent traffic phenomena. The experimental findings demonstrate that as CAV permeability increases, the ability to dampen the propagation of fluctuations in heterogeneous traffic flow gradually intensifies when giving system perturbation, leading to enhanced stability of the traffic system. Furthermore, higher initial traffic density renders the traffic system more susceptible to congestion, resulting in local clustering effect and stop-and-go traffic phenomenon. Remarkably, the total energy consumption of the heterogeneous traffic system exhibits a gradual decline with increasing CAV permeability. Further evidence has demonstrated the positive impact of CAV on heterogeneous traffic flow. This research contributes to providing theoretical guidance for future CAV applications, aiming to enhance urban road traffic efficiency and alleviate congestion.
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CAV 对异构交通流系统稳定性和能耗的影响
随着交通系统智能化和互联化的发展,在可预见的未来,交通流将会趋同,互联自动驾驶汽车(CAV)和人驾驶汽车(HDV)将共存。为了研究CAV对此类异构交通系统整体稳定性和能耗的影响,我们首先考虑CAV对距离和速度的相互关联感知,利用全速差(full velocity difference, FVD)模型建立宏观动力学模型。随后,利用线性稳定性理论,利用小摄动方法提出了模型的线性稳定性条件,并与FVD模型进行了对比,验证了异质模型的有效性。通过非线性理论分析,我们进一步导出了KdV-Burgers方程,该方程反映了交通密度波的传播特性。最后,通过非均质交通流宏观模型的数值模拟实验,研究了CAV渗透率对非均质交通流密度波稳定性和交通系统能耗的影响。随后的分析揭示了紧急交通现象。实验结果表明,随着CAV渗透率的增加,在施加系统扰动时,抑制异质交通流波动传播的能力逐渐增强,从而增强了交通系统的稳定性。此外,较高的初始交通密度使交通系统更容易发生拥堵,从而产生局部聚集效应和走走停停的交通现象。值得注意的是,随着CAV渗透率的增加,非均质交通系统的总能耗逐渐下降。进一步的证据证明了CAV对异质性交通流的积极影响。本研究有助于为未来自动驾驶汽车的应用提供理论指导,以提高城市道路交通效率,缓解拥堵。
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来源期刊
Chinese Physics B
Chinese Physics B 物理-物理:综合
CiteScore
2.80
自引率
23.50%
发文量
15667
审稿时长
2.4 months
期刊介绍: Chinese Physics B is an international journal covering the latest developments and achievements in all branches of physics worldwide (with the exception of nuclear physics and physics of elementary particles and fields, which is covered by Chinese Physics C). It publishes original research papers and rapid communications reflecting creative and innovative achievements across the field of physics, as well as review articles covering important accomplishments in the frontiers of physics. Subject coverage includes: Condensed matter physics and the physics of materials Atomic, molecular and optical physics Statistical, nonlinear and soft matter physics Plasma physics Interdisciplinary physics.
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