Abstract : This paper analyzed the advantages and shortcomings of the five layers fuzzy neural network , and proposes a modeling approach of the fuzzy neural network based on rough set1 It is applied on the optimum determination of grinding condition and proved its effectiveness1 Keywords : Rough set ; Multi - sensor fusion ; Fuzzy neural network ; Grinding