Before revision:  By going through the Discrete Fourier transform (DFT), matrix SVD and inverse DFT, a third order tensor is mapped to a f-diagonal third order tensor.
After revision:  By going through the Discrete Fourier transform (DFT), matrix SVD and inverse DFT, a third order tensor is mapped to an f-diagonal third order tensor.