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In the factor analysis model with large cross-section and time-series dimensions, we propose a new method to estimate the number of factors. Specially if the idiosyncratic terms satisfy a linear time series model, the estimators of the parameters can be obtained in the time series model.The theoretical properties of the estimators are also explored. A simulation study and an empirical analysis are conducted.