Currently, the use of intelligent models for decision making in water treatment process is very important, as many plants support their implementation with aim obtaining economic, social, and environmental gains. Nevertheless, these systems to be properly modeled, data should carefully selected so that only those represent good operating practices are used. Thus, this study proposes an approach...