PID controllers have been widely employed in real processes, and PID parameters strongly affect the control performance. Therefore, lots of schemes for tuning PID parameters have been proposed.

Ziegler and Nichols developed the well-known Ziegler-Nichols approach to modify PID controller coefficients in order to find conventional PID controller parameters that are adequate. This tuning ...