BriefGPT.xyz
Nov, 2023
使用强韧的隐马尔可夫模型自动识别驾驶行为模式
Automatic Identification of Driving Maneuver Patterns using a Robust Hidden Semi-Markov Models
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Matthew Aguirre, Wenbo Sun, Jionghua, Jin, Yang Chen
TL;DR
提出了一种新的鲁棒HDP-HSMM(rHDP-HSMM)方法,用于减少冗余状态的数量,并改善模型估计的一致性。通过模拟研究和使用自然驾驶数据的案例研究来证明该方法在识别和推断驾驶操纵模式方面的有效性。
Abstract
There is an increase in interest to model
driving maneuver patterns
via the automatic
unsupervised clustering
of naturalistic sequential kinematic driving data. The patterns learned are often used in transportati
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