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SELF DRIVING CAR PATH PLANNING MODIFICATION WITH RESPECT TO RAPID EMERGENCY VEHICLE DETECTION

机译:相对于快速紧急车辆检测而言的自驾车路径规划修改

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Self-driving cars and mobile robots utilize visual sensors including cameras and Lidars to perceive the environment. Same data is utilized to generate a 3D map for localization, path planning and obstacle avoidance purposes. These vehicles are also expected to modify their path plans rapidly when an emergency vehicle such as a fire truck or an ambulance is approaching. Required steps include an early detection, determining and maneuvering to a safe spot to park. However, these steps are challenging with a visual perception only system since it requires a direct view without an obstacle in between. At this research effort, we formalized a set of experiments to analyze the robustness of location and velocity vector prediction quality of a robot equipped with a transducer array. Detection and mapping algorithms work simultaneously to mark safe and unsafe routes. Case studies include single and two robots settings with stationary, constant velocity and acceleration motion profiles while occluding planes are placed to simulate a direct and T section occlusions. Accuracy for both systems are compared with plots. It is shown that direction estimation is sufficient enough to modify the occupancy grid rapidly prior to emergency vehicle reaches to a close proximity.
机译:自动驾驶汽车和移动机器人利用视觉传感器(包括摄像头和激光雷达)感知环境。利用相同的数据生成3D地图以进行定位,路径规划和避障。当诸如消防车或救护车之类的紧急车辆接近时,还期望这些车辆迅速修改其路径计划。必需的步骤包括及早发现,确定并操纵到安全的停车位。然而,这些步骤对于仅视觉感知系统是有挑战性的,因为它需要直接观看而在两者之间没有障碍。在这项研究工作中,我们正式进行了一组实验,以分析配备换能器阵列的机器人的位置稳定性和速度矢量预测质量。检测和映射算法可同时工作,以标记安全和不安全的路线。案例研究包括具有固定,恒定速度和加速度运动曲线的单个和两个机器人设置,同时放置遮挡平面以模拟直接遮挡和T截面遮挡。将两个系统的精度与曲线图进行比较。结果表明,方向估计足以在应急车辆到达附近之前迅速修改占用栅格。

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