The invention discloses a
seabed node
transverse wave leakage suppression method,
system, medium and equipment based on Uform, and belongs to the field of
exploration geophysics, and the method comprises the steps of multi-component data preprocessing, radial component acquisition, Uform
network model and
data set construction, network training optimization and actual
data application. The invention further provides a
system, a medium and equipment for operating the method. According to the method, the
transverse wave leakage
noise in the Z component can be effectively predicted and removed, and the
signal-to-
noise ratio and interpretation reliability of an imaging profile are improved. A global dependency relationship among different positions of an input sequence is modeled through a self-attention mechanism, and the extraction and prediction precision of a shear wave leakage model is improved; in the
data set construction stage, a horizontal component is rotated to a radial tangential component, fusion utilization of information in the X direction and the Y direction is achieved, the problem of representation inconsistency caused by the
coupling difference of the X components of different detection points is solved, and the description capacity and stability of the
transverse wave leakage form are enhanced.