the default generic answer is an X, MR chart given single values, assuming continuous data. However, depending on the type of dependence it may not be the correct choice at all. Without more information about the processes and 'factors' it is impossible to say.
The one firm comment is that the control limits should not constantly readjusted. They should be set based on the stable period and left alone until a permanent chagne for the good has occured.
