Method of simultaneously carrying out five-dimensional seismic data reconstruction and noise suppression
A seismic data and noise suppression technology, applied in seismology, seismic signal processing, geophysical measurement, etc., can solve problems such as slow convergence speed and long computing time
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[0044] The steps to realize this method mainly include the construction of reconstruction equation, convex set projection reconstruction algorithm, noise suppression by weighting factor, threshold parameter formula and so on. Specific steps are as follows:
[0045] Step 1: Construction of reconstruction equations. The seismic data reconstruction problem is described as recovering complete data from a set of incomplete data through the action of linear operators, assuming the following linear forward modeling model:
[0046] the y obs =Md
[0047] here y obs ∈ R n Represents the acquired seismic data; d∈R N , and N≥n, means the data to be reconstructed without aliasing frequency, M∈R n×N Represents a diagonal matrix whose elements 1 and 0 represent known and unknown seismic traces, respectively.
[0048] Assuming that the coefficient x is a sparse representation of d in the Fourier domain F, the above equation is:
[0049] the y obs =Md=MF H x=Ax
[0050] where A=MF ...
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