In order to reduce the inference of the larger fluctuation for the practical data, a standard residual statistic was proposed to make the Exponentially Weighted Moving Average statistics. In addition, the method of iteration is recommended to renew the estimators of the parameters. A new EWMA statistic and it's distribution were got.