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Forums Technical Interest Groups Deep Learning - Machine Learning TIG Discussions
Last Post 20 Apr 2022 01:02 PM by  Patrick Ng
Image Segmentation Algo applied to Surface Wave Dispersion and S-wave Inversion
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Patrick Ng
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20 Apr 2022 01:02 PM
    Saw a practical example using open source DeepLab V3+ applied to transformed surface wave data (i.e., in frequency-wavenumber and Radon domain), followed by inversion to derive the subsurface shear-wave velocity structure.

    Takeaway? Automated "picking" of dispersion curves in appropriate feature-engineering space, using deep learning algo can minimize the pain points out of data prep and processing (otherwise time-consuming and labor-intensive).

    Possibility? DeepLab next-gen can be valuable pathway to extend the auto-picking scheme for multi-component P-S data quality assurance. Unlock the door to automation in harnessing multicomponent data, perform joint P-S processing and inversion for CCUS and energy storage projects in a cost-effective manner.

    To stimulate further exchange, here is the DeepLab Github reference:

    https://github.com/tensor...ter/research/deeplab

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    Forums Technical Interest Groups Deep Learning - Machine Learning TIG Discussions
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