基于Dempster-Shafer证据推理的汽车导航系统算法开发

Chen Zewang, Sun Yongrong, Yuan Xing
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引用次数: 11

摘要

GPS(全球定位系统)在汽车导航系统中有着广泛的应用。它帮助用户确定汽车的位置和速度。但是未知的GPS噪声特性使得定位信息存在不理想的位置误差。地图匹配过程可以提高车辆定位系统的定位精度和可用性。本文从分割和特征提取两个方面研究了地图匹配的一般原理,提出了一种基于D-S (Dempster-Shafer)证据推理的GPS/MM组合导航算法。仿真实例验证了该算法在汽车定位和导航中的有效性。给出了GPS和GPS/MM集成系统的仿真误差。
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Development of an algorithm for car navigation system based on Dempster-Shafer evidence reasoning
GPS (Global Position System) has been widely used in car navigation system. It helps the users to determine the car position and velocity. But the unknown GPS noise characteristic makes the position information with undesirable position errors. The map matching process can improve the position accuracy and availability of the vehicular position system. In this paper, general principle of map matching is investigated according to segmentation and feature extraction, and an algorithm based on D-S (Dempster-Shafer) evidence reasoning for GPS/MM integrated navigation system was proposed. A simulation example demonstrates the effectives of the algorithm for the car location and navigation. The simulation errors of GPS and GPS/MM integrated system were presented.
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