This work presents the results for determining the optimum exchanged wheel diameter when surface grinding stainless steel. To do that, an optimization problem with the target is the grinding time was conducted. Also, the impact of many input factors including the initial wheel diameter, the wheel life, the radial grinding wheel wear per dress and the total depth of dressing cut on the optimum replaced wheel diameter was evaluated. In addition, a regression model to predict the optimum replaced diameter was proposed