Abstract: Local-linear-prediction in phase space is performed for the underwater acoustic target radiated noise. Relation curve of average prediction error versus neighbors' number is calculated. The result can be used for judging the nonlinearity of radiated noise time series, and obtaining the suitable form and coefficients of prediction model.