Smooth deceleration control: a simulation study based on adaptive braking force

Abstract

This study compares standard PID and time-modulated braking algorithms. While PID provides immediate response, the time-controlled nonlinear modulation delivers smoother deceleration, significantly enhancing braking comfort and control stability in vehicle applications.