The challenging problem of identification and control of an industrial bina
ry distillation column is addressed in this paper. Process identification r
epresents an alternative to modeling and is shown to be the appropriate pro
cedure for predictive control design. The predictive controllers based on t
he identified model ensure stability and high performance for a wide operat
ing range of the industrial distillation column.