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A Map-Matching Algorithm for GPS/DR Integrated Navigation Systems Based on Dempster-Shafer Evidence Reasoning

机译:基于Dempster-Shafer证据推理的GPS / DR组合导航系统地图匹配算法

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摘要

GPS (Global Positioning System) has been widely used in car navigation systems. Most car navigation systems estimate the car position from GPS and DR (dead reckoning). However, the unknown GPS noise characteristic and the unbounded DR accumulation of errors over time make the position information with undesirable position errors. The map matching 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 a map matching algorithm based on D-S (Dempster-Shafer) evidence reasoning for GPS integrated navigation system is proposed, which can find the exact road on which a car moves. For the experiments, a car navigation system is developed with some sensors and the field test demonstrates the effectiveness and applicability of the algorithm for the car location and navigation.
机译:GPS(全球定位系统)已广泛应用于汽车导航系统。大多数汽车导航系统都通过GPS和DR(航位推算)估算汽车位置。但是,未知的GPS噪声特性和随时间变化的无限DR累积使位置信息具有不希望的位置误差。地图匹配可以提高车辆位置系统的位置精度和可用性。本文根据分割和特征提取方法研究了地图匹配的一般原理,提出了一种基于DS(Dempster-Shafer)证据推理的GPS组合导航系统地图匹配算法,可以找到准确的道路。汽车移动。为了进行实验,开发了带有一些传感器的汽车导航系统,现场测试证明了该算法在汽车定位和导航中的有效性和适用性。

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