Methodology for enhancing properties of geophysical data with deep learning networks

    公开(公告)号:US11662493B2

    公开(公告)日:2023-05-30

    申请号:US17247598

    申请日:2020-12-17

    CPC classification number: G01V1/364 G01V1/3808 G06N3/08 G01V2210/21

    Abstract: A method for enhancing properties of geophysical data with deep learning networks. Geophysical data may be acquired by positioning a source of sound waves at a chosen shot location, and measuring back-scattered energy generated by the source using receivers placed at selected locations. For example, seismic data may be collected using towed streamer acquisition in order to derive subsurface properties or to form images of the subsurface. However, towed streamer data may be deficient in one or more properties (e.g., at low frequencies). To compensate for the deficiencies, another survey (such as an Ocean Bottom Nodes (OBN) survey) may be sparsely acquired in order to train a neural network. The trained neural network may then be used to compensate for the towed streamer deficient properties, such as by using the trained neural network to extend the towed streamer data to the low frequencies.

    METHOD FOR PROCESSING MARINE SEISMIC DATA
    13.
    发明申请

    公开(公告)号:US20190235114A1

    公开(公告)日:2019-08-01

    申请号:US16382769

    申请日:2019-04-12

    CPC classification number: G01V1/364 G01V2210/324

    Abstract: Aspects of the disclosure provide a method for processing three-dimensional (3D) hexagonally sampled seismic data. The method can include receiving 3D hexagonally sampled seismic data represented using 3D spiral architecture (SA), the 3D hexagonally sampled seismic data including a plurality of data traces each corresponding to center of a hexagon in the 3D SA, representing the 3D hexagonally sampled seismic data as two-dimensional (2D) seismic data using spiral architecture (SA) addressing scheme, and processing the 2D seismic data with an SA based signal processing process.

    VECTOR DENOISING METHOD FOR MULTICOMPONENT SEISMIC DATA

    公开(公告)号:US20190094400A1

    公开(公告)日:2019-03-28

    申请号:US15944713

    申请日:2018-04-03

    Inventor: Jun LU Yun WANG

    CPC classification number: G01V1/364 G01V2210/242 G01V2210/324

    Abstract: The present disclosure provides a vector denoising method for the multicomponent seismic data, including: obtaining a wave vector of the multicomponent seismic data; calculating a first mean wave vector for the multicomponent seismic data by applying a first moving window, performing a median filtering for the first mean wave vector to obtain a true modulus of the ground roll, subtracting the wave vector of the ground roll from the multicomponent seismic data to obtain a vector time-series; performing a mean filtering for the vector time-series by using a second moving window to obtain a second mean wave vector, performing a median filtering and performing a median the median filtering within the same receiving line for the second mean wave vector to supress the wave vector of the random noise in the vector time-series, thereby obtaining a wave vector of a purified effective signal.

    VIRTUAL SOURCE REDATUMING USING RADIATION PATTERN CORRECTION

    公开(公告)号:US20180217284A1

    公开(公告)日:2018-08-02

    申请号:US15879661

    申请日:2018-01-25

    CPC classification number: G01V1/375 G01V1/364 G01V1/366 G06F17/14 G06F17/15

    Abstract: Received shot gathers are sorted to a common receiver gather. A target three-dimensional (3D) amplitude spectrum of seismic wavefield direct arrivals is computed from synthetic data. A 3D amplitude spectrum of seismic wavefield direct arrivals in field data is computed for each receiver. A matched filter is calculated from the 3D amplitude spectrum of field data to target response and applied to downgoing seismic wavefields separated from the common receiver gather to generate filtered downgoing seismic wavefields. Time-dependent smoothing of the filtered downgoing seismic wavefields is performed to generate smoothed downgoing seismic wavefields. A cross-correlation is calculated between upgoing seismic wavefields separated from the common receiver gather and the smoothed downgoing seismic wavefields.

    Single Streamer Deghosting with Extended Model Space

    公开(公告)号:US20180081072A1

    公开(公告)日:2018-03-22

    申请号:US15559416

    申请日:2016-03-21

    CPC classification number: G01V1/36 G01V1/364 G01V1/38 G01V2210/56

    Abstract: A method for deghosting marine seismic streamer data includes receiving the marine seismic data recorded from a single streamer. A representation of an upgoing wavefield in the marine seismic data is defined. The representation of the upgoing wavefield includes a first wave component in a plane and a second wave component that is perpendicular to the plane. A linear system is built that models a wavefield using the representation. The wavefield includes the upgoing wavefield and a downgoing ghost wavefield. The upgoing wavefield is estimated, within the representation, by inverting the linear system.

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