Microscopic Characteristics of Lane-Change Maneuvers Based on NGSIM
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摘要: 换道行为在不同的换道意图下可分为自由换道和强制换道两类,选用 NGSIM 轨迹数据对二者微观特性进行对比分析.为保证数据准确性,在平滑处理基础上,以剔除轨迹数据换道过程识别错误为目的,构建了换道起终点时空约束规则,对完整的单次换道行为参数进行了提取.利用半对数模型,采用回归分析法对影响二者换道时间的显著性因素进行提取并对比;同时建立多项式模型,选取多个误差指标对不同阶数下换道横向移动轨迹拟合效果进行评价.结果表明,强制换道平均换道时间稍长于自由换道,影响二者换道时间的显著性因素及各因素影响程度并不相同;但二者横向移动轨迹均可用5次多项式拟合,拟合优度可达0.99.Abstract: Under different lane change intention,lane-changing behavior can be divided by their microscopic charac-teristics into free-flow lane-changing (FLC)and strained lane-changing (SLC).They are investigated through statistical a-nalysis methods based on NGSIM data in this paper.In order to ensure the accuracy of the data,the parameters for a sin-gle lane change behavior are extracted based on a data smoothing process,and spatiotemporal constraint rules,which are developed to eliminate abnormal samples.This paper uses regression analyses to study the significant influence factors of lane-changing durations of FLC and SLC,and develops a semi-logarithmic model to compare them.In addition,a polyno-mial model is developed to fit the lateral trajectory,and 3 variance indicators are selected to evaluate the optimal fitting order.The results indicate that the mean duration of SLC is slightly longer than FLC.Even though the durations are af-fected by distinct factors and weights,the lateral trajectories of SLC and FLC can be fitted with similar 5th order of poly-nomial models,and the goodness of fits are both greater than 0.99.
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