| 主权项 |
1. A computer implemented method for detecting leaks in a pipeline network, the method comprising:
identifying a subsystem in the pipeline network, the subsystem comprising a plurality of stations that are topologically connected, the plurality of stations comprising a first station; accessing historical temporal sensor measurements of the stations in the subsystem, the historical temporal sensor measurements comprising pressure measurements captured at corresponding timestamps over a predetermined time-span; selecting, from the historical temporal sensor measurements, a first subset of pressure measurements corresponding to timestamps with leak events; 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; predicting, according to the prediction model, a series of pressure measurements at the first station based on the historical temporal sensor measurements at each station in the subsystem, wherein the series of pressure measurements is for a series of timestamps in the historical temporal sensor measurements; selecting, from the series of pressure measurements, a second subset of pressure measurements corresponding to the timestamps without leak events; determining a series of deviations between the first subset of pressure measurements and the second subset of pressure measurements of the first station; and identifying a threshold value for detecting a leak in the subsystem based on the series of deviations, wherein a pressure measurement at the first station being above or below a predicted pressure measurement by the threshold value is indicative of a leak in the subsystem. |
