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A Chain-Code-Based Map Matching Algorithm for Wheelchair Navigation

机译:基于链码的轮椅导航地图匹配算法

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摘要

Accurate vehicle tracking is essential for navigation systems to function correctly. Unfortunately, GPS data is still plagued with errors that frequently produce inaccurate trajectories. Research in map matching algorithms focuses on how to efficiently match GPS tracking data to the underlying road network. This article presents an innovative map matching algorithm that considers the trajectory of the data rather than merely the current position as in the typical map matching case. Instead of computing the precise angle which is traditionally used, a discrete eight-direction chain code, to represent a trend of movement, is used. Coupled with distance information, map matching decisions are made by comparing the differences between trajectories representing the road segments and GPS tracking data chain-codes. Moreover, to contrast the performance of the chain-code algorithm, two evaluation strategies, linear and non-linear, are analyzed. The presented chain-code map matching algorithm was evaluated for wheelchair navigation using university campus sidewalk data. The evaluation results indicate that the algorithm is efficient in terms of accuracy and computational time.
机译:准确的车辆跟踪对于导航系统正常运行至关重要。不幸的是,GPS数据仍然困扰着经常产生不正确轨迹的错误。地图匹配算法的研究重点在于如何有效地将GPS跟踪数据与基础道路网络匹配。本文提出了一种创新的地图匹配算法,该算法考虑了数据的轨迹,而不是像典型的地图匹配情况一样仅考虑当前位置。代替计算传统上使用的精确角度,使用了代表运动趋势的离散八向链码。结合距离信息,通过比较代表路段的轨迹与GPS跟踪数据链代码之间的差异来做出地图匹配决策。此外,为了对比链码算法的性能,分析了两种评估策略:线性和非线性。使用大学校园人行道数据对提出的链码地图匹配算法进行了轮椅导航评估。评估结果表明,该算法在准确性和计算时间方面都是有效的。

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