Demo: Dynamic Time Warping as a Tool for Comparing CAN data

Mars Rayno, J. Daily
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Abstract

—CAN bus traces from repeated dynamic events often do not align. Dynamic Time Warping (DTW) is a tool used to efficiently align traces by time. For this demo, multiple CAN bus traces were taken from the same vehicle performing the same maneuvers. By using DTW, the similarity of the traces was able to be quantified. Specifically, CAN bus traces were compared from a heavy truck performing the same test sequence. DTW distance score showed 661 compared to the direct Euclidean distance score of 24032; this shows that utilizing DTW can accommodate differences in time during comparison of CAN traces. DTW techniques help improve pattern matching for similar driving behaviors.
演示:动态时间扭曲作为比较CAN数据的工具
can总线跟踪从重复的动态事件经常不对齐。动态时间翘曲(DTW)是一种根据时间对轨迹进行有效对齐的工具。在本演示中,从执行相同机动的同一车辆上获取了多条CAN总线迹线。利用DTW方法,可以量化轨迹的相似性。具体来说,从执行相同测试序列的重型卡车上比较CAN总线轨迹。DTW距离得分为661,直接欧氏距离得分为24032;这表明在比较can走线时,利用DTW可以适应时间上的差异。DTW技术有助于改进类似驾驶行为的模式匹配。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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