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A new approach for autonomous vehicle navigation in urban scenarios based on roadway Magnets

机译:基于道路磁铁的城市场景自动驾驶导航新方法

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Magnetic guidance is a commonly used vehicle navigation solution in real applications due to its reliability. The vehicle control of magnetic guidance, however, is difficult because of the look-down property of road detecting sensors. This paper proposes a curvature map based approach to realize look-ahead control for magnetic guidance used in urban scenarios. The basis of the approach is a magnet tracking algorithm, which makes it possible to calculate the curvature of the passed road. The tracking algorithm is used not only to localize the vehicle but also to build the curvature map of the reference trajectory. Once the magnetic ruler detects a magnet, a magnet tracker is initialized and tracks the magnet in the vehicle coordinate. Then these tracking results combined with the curvature map are used to predict the upcoming road's curvature. The curvature map is obtained by running the tracking algorithm when the vehicle is driving along the magnetic trajectory by hand. Compared with existing methods, the algorithm predominates in implementation and robustness. Experiments on real application scenario have verified the effectiveness of the proposed idea.
机译:由于其可靠性,磁性制导是实际应用中常用的车辆导航解决方案。然而,由于道路检测传感器的下视特性,因此磁性引导的车辆控制是困难的。本文提出了一种基于曲率图的方法来实现用于城市场景中的磁导向的超前控制。该方法的基础是磁体跟踪算法,该算法使计算通过的道路的曲率成为可能。跟踪算法不仅用于定位车辆,还用于建立参考轨迹的曲率图。一旦磁尺检测到磁铁,便会初始化磁铁跟踪器,并在车辆坐标中跟踪磁铁。然后,将这些跟踪结果与曲率图相结合,以预测即将到来的道路的曲率。当车辆用手沿着磁轨行驶时,通过运行跟踪算法来获得曲率图。与现有方法相比,该算法在实现和鲁棒性方面占主导地位。在实际应用场景下的实验已经验证了所提出思想的有效性。

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