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METHOD AND SYSTEM FOR ESTIMATING OD TRAVEL TIME RELIABILITY BASED ON ROBUST STATISTICS

机译:基于鲁棒统计量的OD旅行时间可靠性评估方法及系统

摘要

Disclosed in the present invention are a method and a system for estimating OD travel time reliability based on robust statistics, the system comprising an interaction module, a data integration and preprocessing module, a map visualisation module, and a TTR estimation module; the method comprises: first acquiring operating data of a taxi, the interaction module transmitting the operating data to the data integration and preprocessing module for data analysis to obtain a corresponding operating data travel module; then the spacial range corresponding to the operating data is gridded by the map visualisation module to obtain units of a congruent shape and implement spatial aggregation of the taxi travel start points and end points; using a robust statistical method to obtain TTR indicators by means of the TTR estimation module and, after filling is implemented by the map visualisation module, performing spatial interpolation by means of a kriging method; and finally implementing OD travel time reliability estimation; the present invention is robust in the process of estimating the reliability of the OD travel time of outlier samples with large differences in travel time values.
机译:本发明公开了一种基于鲁棒统计估计OD行程时间可靠性的方法和系统,该系统包括交互模块,数据集成和预处理模块,地图可视化模块和TTR估计模块。所述方法包括:首先获取出租车的运行数据,所述交互模块将所述运行数据传输至所述数据集成预处理模块进行数据分析,以获得对应的运行数据行驶模块;然后,通过地图可视化模块将与操作数据相对应的空间范围进行网格化,以获得形状一致的单位,并实现出租车行驶起点和终点的空间聚集;使用鲁棒的统计方法通过TTR估计模块获得TTR指标,并且在地图可视化模块实现填充后,通过克里金法进行空间插值;最终实现OD行程时间可靠性估计;本发明在估计行进时间值具有较大差异的离群样本的OD行进时间的可靠性的过程中是鲁棒的。

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