THe analysis of multiple correlated two-dimensional random signals or multichannel 2-D signals is described. The emphasis is on estimation (linear prediction) and modeling of the 2-D random signals. Applications to spectrum analysis and image processing are considered. Keywords include: Multi- dimensional signal processing; Multichannel image processing; 2-D spectral analysis; Two-dimensional linear prediction, 2-D AR modeling.