无序交通系统中自动驾驶汽车运动规划方法的比较分析及未来研究方向

C. R. Munigety
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引用次数: 0

摘要

自动驾驶汽车运动规划领域的大多数工作都是在有序或车道导向的交通背景下进行的。然而,印度、中国、孟加拉国等许多国家的交通状况混乱,车辆在不遵守车道规则的情况下横向移动。这一特性使得自动驾驶汽车在混乱的交通流中进行规划的任务变得高度复杂和计算严格。在不一定遵循车道规则的交通系统中,自动驾驶汽车的运动规划问题与移动机器人的运动规划有相似之处。因此,本文结合自动驾驶汽车在无序交通条件下的运动规划问题,回顾了可用于机器人运动规划的各种技术,并结合基于仿真的比较分析,强调了不同方法的优势和局限性,最后提出了一些研究方向。
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Motion planning methods for autonomous vehicles in disordered traffic systems: a comparative analysis and future research directions
Most works that exist in the field of autonomous vehicle motion planning are in the context of orderly or lane-oriented traffic. However, the traffic conditions that exist in many countries like India, China, Bangladesh, etc. are disordered where the vehicles move anywhere laterally without complying with the lane discipline rule. This characteristic makes the task of planning by an autonomous vehicle manoeuvring in disordered traffic streams highly complex and computationally rigorous. The motion planning problem of autonomous vehicles in traffic systems where lane-discipline is not necessarily followed bears a resemblance with the mobile-robot motion planning. Thus, this paper reviews various techniques available for motion planning of robots in conjunction with the issue of motion planning of autonomous vehicles in disordered traffic conditions, highlights the advantages and limitations of different approaches alongside simulation-based comparative analysis, and finally puts forth some research directions.
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来源期刊
International Journal of Vehicle Autonomous Systems
International Journal of Vehicle Autonomous Systems Engineering-Automotive Engineering
CiteScore
1.30
自引率
0.00%
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0
期刊介绍: The IJVAS provides an international forum and refereed reference in the field of vehicle autonomous systems research and development.
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