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DATA QUALITY ASSESSMENT AND REAL-TIME EVALUATION OF GPS PROBE DATA

机译:GPS探测数据的数据质量评估和实时评估

摘要

Quality assessment of probe data collected from GPS systems is performed by a system and method of determining a value of data points provided by different vendors of such data. Incoming raw probe data is initially analyzed for removal of extraneous data points, and is then mapped to roadway links and smoothed out. The resulting output is processed to determine the coverage value of data provided by a given vendor and enable a comparison between different vendors. Such a model of probe data processing also enables an evaluation of a contribution of further vendors of raw probe data to an existing dataset. Additionally, a real-time performance evaluation of continually-ingested probe data includes building historical and data count profiles, and generating output data represented by a number of data points for a specific distance within a geo-box representing a geographical area, to project a value of raw probe data for a next incremental time period.
机译:从GPS系统收集的探测数据的质量评估由确定由不同数据供应商提供的数据点的值的系统和方法来执行。最初对传入的原始探测数据进行分析以去除多余的数据点,然后将其映射到道路连接线并进行平滑处理。处理所得的输出以确定给定供应商提供的数据的覆盖率值,并使不同供应商之间能够进行比较。这种探针数据处理模型还可以评估原始探针数据的其他供应商对现有数据集的贡献。此外,对连续摄取的探测数据的实时性能评估包括建立历史和数据计数配置文件,以及在代表地理区域的地理框中针对特定距离生成由多个数据点代表的输出数据,以投影下一个增量时间段内的原始探测数据的值。

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