Although fuzzy control has been proven to be effective in control applications, the same is not true in fuzzy modeling. Fuzzy modeling in process control applications lack many other techniques in terms of applications and innovations. In this paper, modeling of a real process control rig using fuzzy modeling tuned by EA with a combination of the RLS has been proposed.