Traditional methods do not effectively handle separation and quantification of coupled vibration noise sources in submarines. So a new multivariate statistical analysis method,partial least square regression( PLS),is presented,which can be used to separate and quantify frequency coupled noise sources. PLS has the characteristic of simultaneously extracting principal input / output components,including maximum information,correlation of input with output,and regression modeling with multiple correlations amo...