AI is transforming traditional PID controllers with adaptive tuning, predictive maintenance, and smarter control, boosting ...

This paper presents an improved algorithm for tuning of the proportional-integral-derivative controller, according to the maximum stability degree criterion with implementation the optimization ...

In view of the current difficulty in setting PID controller parameters and high cost and power consumption, an adaptive PID system based on embedded devices is designed by taking ball on plate system ...

Considering a change in the controller’s equation implementation, the delta performance-fragility index, PFIΔ, could define the maximum loss of the control system performance with respect to the ...

PID-Controller This project implements a water level control system using a PID (Proportional-Integral-Derivative) controller. The goal is to maintain the water level within a specified range by ...

The system reads real-time flow values and adjusts pump output using a PID controller. Depending on user input (via Serial), it activates a specific pump and its corresponding valve. The output ...