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    • 10. 发明授权
    • Forecasting leaks in pipeline network
    • 预测管网泄漏
    • US09558453B1
    • 2017-01-31
    • US14976903
    • 2015-12-21
    • INTERNATIONAL BUSINESS MACHINES CORPORATION
    • Harsh ChaudharyYounghun KimTarun KumarAbhishek RamanRui Zhang
    • G06N7/00G06Q10/04
    • G06N7/005G01M3/2815G06F17/18G06Q10/04
    • Technical solutions are described for forecasting leaks in a pipeline network. An example method includes identifying a subsystem in the pipeline network that includes a first station. The method also includes accessing historical temporal sensor measurements of the stations. The method also includes generating a prediction model for the first station that predicts a pressure measurement at the first station based on the historical temporal sensor measurements at each station in the subsystem. The method also includes predicting a series of pressure measurements at the first station based on the historical temporal sensor measurements. The method also includes determining a series of deviations between the series of pressure measurements and historical pressure measurements of the first station and identifying a threshold value from the series of deviations, where a pressure measurement at the first station above or below the threshold value is indicative of a leak in the subsystem.
    • 描述了用于预测管道网络泄漏的技术解决方案。 示例性方法包括识别包括第一站的管道网络中的子系统。 该方法还包括访问站的历史时间传感器测量。 该方法还包括基于子系统中每个站处的历史时间传感器测量生成用于预测第一站处的压力测量的第一站的预测模型。 该方法还包括基于历史时间传感器测量来预测第一站处的一系列压力测量。 该方法还包括确定一系列压力测量值与第一工作站的历史压力测量值之间的一系列偏差,并从该系列偏差中确定阈值,其中第一站点上方或下方的压力测量值指示 的子系统泄漏。