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A Feasibility Study on a Traffic Management System for Autonomous Driving Services based on Dynamic Map

机译:基于动态地图的自主驾驶服务交通管理系统的可行性研究

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An autonomous driving service in urban areas is still a challenging problem. It is necessary to simultaneously solve tactical planning problems and operation planning problems, such as a scenario for passing through an intersection with oncoming vehicles. To realize the service by using a centralized management system, it is necessary to guide thousands of vehicles in real-time. Therefore, efficiency and robustness are required for the management system. In this study, we propose a centralized path planning system to make tactical level decisions to manage the path plans of multiple vehicles based on Dynamic Map. The proposed system selects an operational-level planner to generate a detailed motion plan for each vehicle based on a decision-making algorithm. Then, the conflicts of motion plans between vehicles are detected and resolved by using a spatio-temporal reservation map on Dynamic Map. We report the results of simulation tests of 10,000 hours to evaluate the efficiency and robustness of the proposed system using the map data of an existing city.
机译:城市地区的自主驾驶服务仍然是一个具有挑战性的问题。有必要同时解决战术规划问题和运营计划问题,例如通过与迎面而来的车辆交叉路口的场景。要通过使用集中管理系统实现服务,有必要在实时引导数千辆车辆。因此,管理系统需要效率和鲁棒性。在本研究中,我们提出了集中路径规划系统,以便基于动态地图管理管理多车辆路径计划的战术级别决策。所提出的系统选择操作级规划器,基于决策算法为每个车辆生成详细的运动计划。然后,通过在动态地图上使用时空预留映射来检测和解决车辆之间的运动计划冲突。我们报告了10,000小时的仿真试验结果,以评估所提出的系统的效率和稳健性,使用现有城市的地图数据。

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