Abstract The prediction of the drilling rate penetration (ROP) is one key aspects optimization due to its significant role in reducing expensive costs. Many variables could affect ROP, which can be classified into two general categories; controllable operational and uncontrollable or environmental variables. Minimizing cost achieved through optimizing parameters. As a direct result, speed will ...