This paper investigates the practical ways of designing effective combinati
ons of classical PID controllers and emerging intelligent technologies for
real-life industrial projects. It analyses the evolution of fuzzy controlle
r (FC) design methodology. Based on the analysis, structures and methods th
at combine both approaches are proposed and considered. The paper is not in
tended to develop a mathematical theory, but to give some practical recomme
ndations on replacing control by a human operator control with fuzzy contro
l, and an on-line parameter tuning of FC parameters. These two main points
are illustrated with two application projects, which are studied in greater
detail. The first one includes the design of a FC supervising a PID contro
l system in an automatic aircraft guidance system. The second project descr
ibes the tuning of the scaling factors of a fuzzy PID-type controller with
other fuzzy systems, used in the excitation control of a synchronous power
generator connected to an infinite bus through a transmission line. (C) 200
0 Published by Elsevier Science Ltd.