Optimization Design Method for PID Parameters in Control Systems Based on Particle Swarm Algorithm and Improvements to PID Control

Research on PID parameter optimization design method for control systems using particle swarm algorithm and enhancements to PID control, with implementation insights including swarm initialization, fitness function evaluation, and velocity-position update mechanisms.