pylops.signalprocessing.Patch3D¶

pylops.signalprocessing.Patch3D(Op, dims, dimsd, nwin, nover, nop, tapertype='hanning', scalings=None, name='P')[source]

3D Patch transform operator.

Apply a transform operator Op repeatedly to patches of the model vector in forward mode and patches of the data vector in adjoint mode. More specifically, in forward mode the model vector is divided into patches, each patch is transformed, and patches are then recombined together. Both model and data are internally reshaped and interpreted as 3-dimensional arrays: each patch contains a portion of the array in every axis.

This operator can be used to perform local, overlapping transforms (e.g., pylops.signalprocessing.FFTND or pylops.signalprocessing.Radon3D) on 3-dimensional arrays.

Note

The shape of the model has to be consistent with the number of windows for this operator not to return an error. As the number of windows depends directly on the choice of nwin and nover, it is recommended to first run patch3d_design to obtain the corresponding dims and number of windows.

Warning

Depending on the choice of nwin and nover as well as the size of the data, sliding windows may not cover the entire data. The start and end indices of each window will be displayed and returned with running patch3d_design.

Parameters: Op : pylops.LinearOperator Transform operator dims : tuple Shape of 3-dimensional model. Note that dims[0], dims[1] and dims[2] should be multiple of the model size of the transform in their respective dimensions dimsd : tuple Shape of 3-dimensional data nwin : tuple Number of samples of window nover : tuple Number of samples of overlapping part of window nop : tuple Size of model in the transformed domain tapertype : str, optional Type of taper (hanning, cosine, cosinesquare or None) scalings : tuple or list, optional Set of scalings to apply to each patch. If None, no scale will be applied name : str, optional Name of operator (to be used by pylops.utils.describe.describe) Sop : pylops.LinearOperator Sliding operator ValueError Identified number of windows is not consistent with provided model shape (dims).

Sliding1D
Sliding2D
Sliding3D
Patch2D