Research Article

A New Self-Tuning Nonlinear Model Predictive Controller for Autonomous Vehicles

Table 3

The response characteristics of vehicle’s lateral position.

Proposed approachGA_MPCPSO-MPC

Number of tuned parameters31717
RMSE0.720.730.73
Overshoot8.01%17.1320.27%
Steady-state error0.000.000.00
Rise time0.16 sec0.15 sec0.14 sec
Settling time0.62 sec0.58 sec0.58 sec