The Wikipedia says "If the data are normally distributed with standard deviation $\sigma$ then the expected value of $\overline {MR}$ is $d_{{2}}\sigma =2\sigma /{\sqrt \pi }$."
https://en.wikipedia.org/wiki/Shewhart_individuals_control_chart
Are the control limits based on moving range robust to violation of the normal distribution assumption?