Prior to the EWMA calculation, a moving average of the residual was taken over a three days in order to reduce the noise on the signals and thus, Type I errors. However, if the signal if averaged over a too long period, the probability of Type II errors increases. Simulations were made for periods covering one hours to two weeks. Bests results minimizing Type I and II errors were with a moving average ranging between one to five days.