Contrastive learning of utility pole representations from distributed acoustic sensing signals

    公开(公告)号:US11698290B2

    公开(公告)日:2023-07-11

    申请号:US17714091

    申请日:2022-04-05

    CPC classification number: G01H9/004

    Abstract: Systems and methods for operating a distributed fiber optic sensing (DFOS)/distributed acoustic sensing (DAS) system include a length of optical sensing fiber suspended aerially by a plurality of utility poles and in optical communication with a DFOS interrogator/analyzer. The method includes operating the DFOS/DAS system while manually exciting more than one of the poles to obtain frequency response(s) of the excited poles; contrastively training a convolutional neural network (CNN) with the frequency responses obtained; classifying the utility poles using the contrastively trained CNN; and generating a profile map of the excited poles indicative of the classified utility poles.

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