Transient Feature Recognition Technique for Defect Detection, Classification and Location Identification in Water Supply

    公开(公告)号:US20240288130A1

    公开(公告)日:2024-08-29

    申请号:US18585161

    申请日:2024-02-23

    IPC分类号: F17D5/02 G01M3/28

    CPC分类号: F17D5/02 G01M3/2815

    摘要: A technique for detection, classification and location identification of defects in a pressurized pipe network uses supervised machine learning and transient response signals (TRSs) of potential defect scenarios as training data. The TRSs are obtained from a model and/or measurements. The TRSs are arranged in an appropriate matrix form and its singular vectors (SVs) are obtained using singular value decomposition. The defect detection and classification procedure is conducted by projecting a measured TRS of the pipe network into a SV space. The location of the measured TRS in the SV space indicates the state of defective pipe section (if any), classify the defect according to clusters of training data (e.g., leak, blockage), and locate the defect within an identified defective section. The technique can accurately detect defective pipes in a network with a training data set as small as three scenarios per pipe section and one single measurement location.

    Method and System for Defect Detection
    4.
    发明公开

    公开(公告)号:US20240201041A1

    公开(公告)日:2024-06-20

    申请号:US18503240

    申请日:2023-11-07

    IPC分类号: G01M3/28 G06F17/14

    CPC分类号: G01M3/2815 G06F17/14

    摘要: A method of defect detection is provided for a pressurized pipe having an upstream node and a downstream node. The method comprises generating, by a wave source located at xS at the downstream node, a transient wave travelling in a direction from the downstream node towards the upstream node, measuring, by a pressure sensor located at xR upstream of the wave source, a transient response caused by the transient wave to obtain a measured signal; and processing, by a computer device to execute a time-reversal (TR) algorithm, the measured signal for determining one or more defects of the pressurized pipe.