基于距离数据图和激光扫描数据序列的DTW精确车辆定位

N. Shibuhisa, J. Sato, T. Takahashi, I. Ide, H. Murase, Y. Kojima, A. Takahashi
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引用次数: 11

摘要

提出了一种精确的车辆定位方法。该方法通过将预先构建的距离数据地图与车辆行驶时测量的激光扫描仪数据序列相匹配来检测车辆的位置和行驶车道。距离数据图由道路上的绝对位置和该位置上的距离数据组成。我们使用动态时间规整(DTW)来对齐多个范围数据序列。实验采用车辆在同一路线上多车道行驶时采集的40个数据序列。结果表明了车辆定位和行驶车道分类的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Accurate Vehicle Localization using DTW between Range Data Map and Laser Scanner Data Sequences
We propose a method for accurate vehicle localization. The proposed method detects a vehicle's location and traveling lane by matching between a pre-constructed range data map and laser scanner data sequences measured while the vehicle runs. The range data map consists of an absolute position on the road and range data at the position. We use dynamic time warping (DTW) to align multiple range data sequences. Experiments using 40 data sequences collected while a vehicle ran on the same route with multiple traffic lanes were conducted. The results demonstrated the effectiveness of vehicle localization and traveling lane classification.
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