processes (Venkata Suryanarayana, 2001). The tandem cold rolling of metal strip is a complex nonlinear multivariable process whose optimization presents significant challenges to the control design. Setup optimization and Scheduling for tandem cold mills has been frequently investigated in the last few years, motivated by the benefits they can