pylops.Block¶
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pylops.Block(ops, dtype=None)[source]¶ Block operator.
Create a block operator from N lists of M linear operators each.
Parameters: Notes
In mathematics, a block or a partitioned matrix is a matrix that is interpreted as being broken into sections called blocks or submatrices. Similarly a block operator is composed of N sets of M linear operators each such that its application in forward mode leads to
\[\begin{split}\begin{bmatrix} \mathbf{L_{1,1}} & \mathbf{L_{1,2}} & ... & \mathbf{L_{1,M}} \\ \mathbf{L_{2,1}} & \mathbf{L_{2,2}} & ... & \mathbf{L_{2,M}} \\ ... & ... & ... & ... \\ \mathbf{L_{N,1}} & \mathbf{L_{N,2}} & ... & \mathbf{L_{N,M}} \\ \end{bmatrix} \begin{bmatrix} \mathbf{x}_{1} \\ \mathbf{x}_{2} \\ ... \\ \mathbf{x}_{M} \end{bmatrix} = \begin{bmatrix} \mathbf{L_{1,1}} \mathbf{x}_{1} + \mathbf{L_{1,2}} \mathbf{x}_{2} + \mathbf{L_{1,M}} \mathbf{x}_{M} \\ \mathbf{L_{2,1}} \mathbf{x}_{1} + \mathbf{L_{2,2}} \mathbf{x}_{2} + \mathbf{L_{2,M}} \mathbf{x}_{M} \\ ... \\ \mathbf{L_{N,1}} \mathbf{x}_{1} + \mathbf{L_{N,2}} \mathbf{x}_{2} + \mathbf{L_{N,M}} \mathbf{x}_{M} \\ \end{bmatrix}\end{split}\]while its application in adjoint mode leads to
\[\begin{split}\begin{bmatrix} \mathbf{L_{1,1}}^H & \mathbf{L_{2,1}}^H & ... & \mathbf{L_{N,1}}^H \\ \mathbf{L_{1,2}}^H & \mathbf{L_{2,2}}^H & ... & \mathbf{L_{N,2}}^H \\ ... & ... & ... & ... \\ \mathbf{L_{1,M}}^H & \mathbf{L_{2,M}}^H & ... & \mathbf{L_{N,M}}^H \\ \end{bmatrix} \begin{bmatrix} \mathbf{y}_{1} \\ \mathbf{y}_{2} \\ ... \\ \mathbf{y}_{N} \end{bmatrix} = \begin{bmatrix} \mathbf{L_{1,1}}^H \mathbf{y}_{1} + \mathbf{L_{2,1}}^H \mathbf{y}_{2} + \mathbf{L_{N,1}}^H \mathbf{y}_{N} \\ \mathbf{L_{1,2}}^H \mathbf{y}_{1} + \mathbf{L_{2,2}}^H \mathbf{y}_{2} + \mathbf{L_{N,2}}^H \mathbf{y}_{N} \\ ... \\ \mathbf{L_{1,M}}^H \mathbf{y}_{1} + \mathbf{L_{2,M}}^H \mathbf{y}_{2} + \mathbf{L_{N,M}}^H \mathbf{y}_{N} \\ \end{bmatrix}\end{split}\]Attributes:
