Hey!
I recall reading about the implications of surface roughness in the modeling somewhere but can’t quite remember where it was 
. Make sure to check out this video about the topic.
Wall function versus full resolution is related to yplus. If you’re interested in yplus, also make sure to check this thread.
/Ric