DAS-N2N: machine learning distributed acoustic sensing (DAS) signal denoising without clean data

<p>This paper presents a weakly supervised machine learning method, which we call DAS-N2N, for suppressing strong random noise in distributed acoustic sensing (DAS) recordings. DAS-N2N requires no manually produced labels (i.e. pre-determined examples of clean event signals or sections&nbs...

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Bibliographic Details
Main Authors: Lapins, S, Butcher, A, Kendall, J-M, Hudson, TS, Stork, AL, Werner, MJ, Gunning, J, Brisbourne, AM
Format: Journal article
Language:English
Published: Oxford University Press 2023