一种考虑同一车道和相邻车道上多车影响的改进车辆跟随模型

IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Physica A: Statistical Mechanics and its Applications Pub Date : 2023-11-04 DOI:10.1016/j.physa.2023.129356
Weiwei Qi , Siwei Ma , Chuanyun Fu
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引用次数: 0

摘要

为了研究多车道下驾驶员的跟车行为,建立了一种改进的多车道全速差(FVD)模型。该模型考虑了同一车道上多辆前车在纵向上的位置和宽度,以及同一车道上的紧接前车和两个相邻车道在横向上的横向偏移距离。通过线性稳定性分析发现,增加同车道车辆与前车的横向偏移距离对交通流稳定性不利,而在一定范围内增加同车道前车宽度有利于交通流稳定性。数值模拟验证了这些理论结果。本研究利用东南大学公开的车辆轨迹数据集,提取了中国城市道路上以下车辆及其关联车辆的微观交通流参数。通过参数标定和模型比较,发现所建立的改进多车道FVD模型比传统FVD模型和现有改进FVD模型具有更大的适应性,其平均绝对误差和均方根误差在一定程度上得到了优化。随着互联汽车技术的快速发展,所建立的多车道FVD模型可用于辅助驾驶员进行理性行为决策,提高交通流的稳定性。
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An improved car-following model considering the influence of multiple preceding vehicles in the same and two adjacent lanes

To investigate the driver's car-following behavior in multiple lanes, this study develops an improved multi-lane full velocity difference (FVD) model. This model considers the positions and widths of multiple preceding vehicles in the same lane in the longitudinal direction, as well as the lateral offset distances of the immediately preceding vehicles in the same and two adjacent lanes in the lateral direction. Based on the linear stability analysis, it is found that an increase in the lateral offset distances between a vehicle and its predecessors in the same lane is negative to the traffic flow stability, whereas an increase in the widths of front vehicles in the same lane within a certain range is beneficial to the traffic flow stability. These theoretical findings are verified by numerical simulations. With the use of a publicly available dataset of vehicle trajectories from Southeast University, this study extracts the microscopic traffic flow parameters of the following vehicles and their associated vehicles on urban roads in China. Through parameter calibration and model comparison, it is found that the developed improved multi-lane FVD model has greater adaptability than the conventional FVD model and existing improved FVD models, and its mean absolute error and root mean square error are to some extent optimized. With the rapid development of connected vehicle technology, the developed multi-lane FVD model can be used to assist drivers in making rational behavioral decisions and improve traffic flow stability.

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来源期刊
CiteScore
7.20
自引率
9.10%
发文量
852
审稿时长
6.6 months
期刊介绍: Physica A: Statistical Mechanics and its Applications Recognized by the European Physical Society Physica A publishes research in the field of statistical mechanics and its applications. Statistical mechanics sets out to explain the behaviour of macroscopic systems by studying the statistical properties of their microscopic constituents. Applications of the techniques of statistical mechanics are widespread, and include: applications to physical systems such as solids, liquids and gases; applications to chemical and biological systems (colloids, interfaces, complex fluids, polymers and biopolymers, cell physics); and other interdisciplinary applications to for instance biological, economical and sociological systems.
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