Control Charts With Non-normal Distributions

Jacobs (1990) discussed control charts with non-normal distributions. Some ways that these distributions arise are: Once the distribution is known, the lines for control limits can be derived in a manner analogous to that for the usual Shewhart chart. These lines will not be equidistant from the mean.
Jacobs, D,C., Watch out for non-normal distributions, Chem. Eng. Prog. 86: 19-27 (1990)