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It is to improve the direction of arrival (DOA) estimation accuracy urgent task. DOA estimation problem to solve is the time difference between the sensitivity of interference and noise, this paper proposes a new DOA canonical correlation analysis of multiple sources of estimation algorithm multiset (MCCA) based.