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This paper aims to present an integrated methodology for the monitoring of marine machinery using machine learning algorithm.Under the background of marine big data,using data mining technology,numerical analysis and optimization technology is very necessary for model learning and performance monitoring of ship equipment under different life and complex sea conditions.