基于Simulink和PreScan的高速公路自动驾驶工作区域场景仿真研究。

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Zhang Shibo, Chen Quanlin, Zhou Xixi, Qiu Jianbin, Li Xin, Luo Yong, Wang Rui
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引用次数: 0

摘要

为解决高速公路工作区域交通事故率高的问题,对自动驾驶环境下高速公路工作区域场景进行了深入分析,分析了工作区域的交通冲突,以及预警区域和上游过渡区域,这是发生潜在冲突最多的关键路段。利用全国车辆事故深度调查系统(NAIS)数据库,选取具有代表性的事故案例,对各工作区域进行研究,并对工作区域的具体场景进行总结。利用PreScan软件和Simulink软件搭建联合仿真平台,对主车在变道和不变道情况下的行为进行了仿真。仿真结果揭示了无变道行为条件下预警区与上游过渡区潜在冲突的主要影响因素,并通过关联分析和灰色关联分析方法对其进行综合分析。相应提出了分区长度和上游过渡区长度的具体要求。以变道行为为例,分析了目标车辆变道至主车前方和主车变道至目标车辆前方时潜在冲突的关键影响因素。在此基础上,对对面车道工作区的借车速度限制提出了适当的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Simulation study of freeway work zone scenes for autonomous driving using Simulink and PreScan.

Simulation study of freeway work zone scenes for autonomous driving using Simulink and PreScan.

Simulation study of freeway work zone scenes for autonomous driving using Simulink and PreScan.

Simulation study of freeway work zone scenes for autonomous driving using Simulink and PreScan.

To solve the problem of high traffic accident rates in freeway work zones, an in-depth analysis of freeway work zone scenes under an autonomous driving environment was conducted, and traffic conflicts in work zones were analyzed, as were warning areas and upstream transition areas, which are the key road sections where the most potential conflicts occur. Using the National Vehicle Accident In-depth Investigation System (NAIS) database, representative accident cases were selected and studied for various work zones, and specific scenes of the work zone were summarized accordingly. A joint simulation platform was constructed using PreScan and Simulink software, and the behaviors of the main vehicle with lane changes and without lane changes were simulated. The simulation results reveal the main factors influencing of the potential conflict between the warning area and upstream transition area under the condition of no lane change behavior, which is comprehensively analyzed via correlation analysis and the gray correlation analysis method. Specific requirements for the length of the zone and the length of the upstream transition zone are proposed accordingly. In the case of lane change behavior, the analysis identified the key influencing factors for potential conflicts when the target vehicle changes lanes to the front of the main vehicle and when the main vehicle changes lanes to the front of the target vehicle. Based on this foundation, appropriate recommendations are proposed for the speed limit of borrowing from the opposite lane work zone.

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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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