Nature

Event-triggered fuzzy neural-network PID control for nonlinear gas-blending processes

To address low control accuracy and frequent controller updates in gas blending, a fuzzy neural network PID control method based on an event-triggered mechanism (ET-FNN-PID) is proposed. Key ...
Nature

PID control algorithm based on multistrategy enhanced dung beetle optimizer and back propagation neural network for DC motor control

Traditional Proportional-Integral-Derivative (PID) control systems often encounter challenges related to nonlinearity and time-variability. Original dung beetle optimizer (DBO) offers fast convergence ...