PID controller is one of the most generally used controllers in industrial and experimental processes. The simple structure of this controller helps us to find fast and reliable optimization methods to derive the best control gains. Since SMA actuator
has a highly nonlinear model with strong hysteresis effect, PID control gains can not be directly computed usingthis model