Density abrupt interface inversion method and system based on machine learning constraints

    公开(公告)号:US11768982B1

    公开(公告)日:2023-09-26

    申请号:US18116877

    申请日:2023-03-03

    CPC classification number: G06F30/27 G06F2111/04

    Abstract: Disclosed are a hybrid density abrupt interface inversion method based on machine learning constraints. The inversion method includes constructing an initial basin interface and randomly generating a disturbed basin interface data set; obtaining a basin interface data set through Hadamard product operation on the initial basin interface and the disturbed basin interface data set; obtaining a high-resolution density interface model data set through filling the basin interface data set with advanced functions; performing forward calculation to obtain a simulated gravity data set; carrying out mathematical transformation on the simulated gravity data set and weighting to obtain a low-resolution migration density interface model data set; optimizing a migration model-based deep learning network and mapping to obtain a high-resolution constrained density interface prior model; and constructing a stable nonlinear loss function and performing regularization inversion to obtain a high-resolution density interface model.

    Semi-airborne Time Domain Electromagnetic Exploration System for Unmanned Aerial Vehicle

    公开(公告)号:US20220035062A1

    公开(公告)日:2022-02-03

    申请号:US17349058

    申请日:2021-06-16

    Abstract: The invention discloses a semi-airborne time domain electromagnetic exploration system for an unmanned aerial vehicle, and belongs to the technical field of geophysical electromagnetic exploration. The system comprises a ground high-power electromagnetic field source emission subsystem, a semi-airborne time domain electromagnetic exploration and observation subsystem and a data processing interpretation software subsystem, wherein the ground high-power electromagnetic field source emission subsystem comprises an IGBT full bridge, a PWM control circuit, a rectification filter circuit and a protection circuit; the semi-airborne time domain electromagnetic exploration and observation subsystem comprises an unmanned aerial vehicle, a receiving coil and a receiver; the data processing interpretation software subsystem comprises a system function module and a bottom layer supporting module, and the bottom layer supporting module is used for providing a universal performance function for the system function module. The system adopts a grounding line source, is relatively easy to arrange, supplies large current to the ground, is large in detection depth, makes the receiving coil fly in the form of a serpentine line parallel to a wire source, can maintain an equal offset distance of each measuring line, and makes data processing and inversion interpretation relatively simple.

    Simulation platform and simulation method for leakage detection and treatment

    公开(公告)号:US11566960B1

    公开(公告)日:2023-01-31

    申请号:US17844217

    申请日:2022-06-20

    Abstract: Disclosed are a simulation platform and a simulation method for leakage detection and treatment. The simulation platform includes a water tank open at the top, which is a holding device; simulation sand, which is laid at the bottom of the water tank, and the upper area of the simulation sand is the experimental water filling area for filling simulation water; a leakage simulation device, which is buried in the simulation sand; a plurality of electrodes, which are distributed on the simulation sand for collecting and sending potential and current signals to a data processing terminal; a hydraulic brake, which is arranged in the experimental water filling area and used for stirring the simulation water; the hydraulic brake is not turned on in the static water environment simulation, and is turned on in the dynamic water environment simulation.

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