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-  2016 

采用轨迹大数据探测短时非营运行为
Taxis' Short-Term Out-of-Service Behaviors Detection Using Big Trace Data

DOI: 10.13203/j.whugis20150569

Keywords: 时空轨迹,大数据,短时非运营行为,时空分布,浮动车,
space-time trace
,big data,short-term out-of-service behavior,space-time distribution,floating car data

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Abstract:

现有的关于出租车GPS轨迹大数据的研究均没有考虑出租车司机本身的非运营行为(如出租车加油(气)、就餐、交接班)的特征和需求。根据出租车轨迹大数据,研究了出租车短时非运营行为特征,从轨迹数据中提取出租车短时非运营行为,利用平面线要素核密度分析其时空分布,并采用Ripley's K函数分析了武汉市徐东大街区域的短时非运营行为与加气站的空间相关性。实验结果表明,分析出租车短时非运营行为时空分布能有效地揭示出租车司机群体的短时非运营行为需求,以及需求与现有公共资源不匹配引发的资源低效配置现状,为公共资源优化调整提供科学有效的辅助决策支撑

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