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Development of navigation system for autonomous vehicle

机译:自动驾驶导航系统的开发

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Autonomous vehicle is an auto piloted vehicle which includes automatic steering, driving and communication with the environment. A novel algorithm with two level cascaded Kalman filter and PID controller is proposed for steer control. Filtering and calculation of the lateral error using Kalman filter is the first level. PID control algorithm uses the filtered value and calculates the required steer to reduce the lateral error towards zero. The experimental results show that the combination of Kalman Filter with PID for lateral control reduces trajectory error to a minimum over the entire course of the track. The closed loop algorithm for dc motor helps in modifying the speed depending on the nature of the track. The obstacle sensor measures the distance between preceding moving vehicle and helps to maintain the safe distance. The wireless RF module enables the vehicle to communicate with the neighboring vehicle as well as with infrastructure, which helps the auto-piloted vehicle to get the traffic situations and environmental conditions for better path planning and platooning. Combination of the proposed steer control, speed control, obstacle detection and communication algorithms helps the auto-piloted vehicles to navigate the track with better tracking accuracy and completes the test bed track in optimum speed with shortest time.
机译:自主车辆是包括自动转向,驾驶和与环境通信的自动驾驶车辆。提出了一种具有两级级联卡尔曼滤波器和PID控制器的新型转向控制算法。使用卡尔曼滤波器进行横向误差的滤波和计算是第一级。 PID控制算法使用滤波后的值并计算所需的转向,以将横向误差减小为零。实验结果表明,将卡尔曼滤波器与PID结合用于侧向控制,可将轨迹误差在整个轨迹范围内降至最低。直流电动机的闭环算法有助于根据轨道的性质来修改速度。障碍物传感器可测量前行车辆之间的距离,并有助于保持安全距离。无线射频模块使车辆能够与邻近车辆以及基础设施进行通信,从而帮助自动驾驶车辆获取交通状况和环境条件,以进行更好的路径规划和成排。所提出的转向控制,速度控制,障碍物检测和通信算法的组合,可以帮助自动驾驶车辆以更好的跟踪精度在轨道上导航,并以最短的时间以最佳速度完成测试台轨道。

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