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The problem of blind signal separation is that the mixed signals need to be separated without knowing the mixing matrix and the source signals.The paper analyses and compares the algorithm and application of ICA and NMF,which are the traditional and improved algorithm of FastICA and the NMF based on Euclidean distance.Finally it is pointed out that the faced problems of hyperspectral remote sensing unmixing by the methods of blind signal separation.