Title :
A robust fuzzy PD controller for automatic steering control of autonomous vehicles
Author :
Cai, Lin ; Rad, A.B. ; Chan, W.L. ; Cai, Kai-Yuan
Author_Institution :
Dept. of Electr. Eng., Hong Kong Polytech., Kowloon, China
Abstract :
In this paper, we design an intelligent and robust stable fuzzy proportional-derivative (PD) controller for lateral control of passenger cars. An additional lateral displacement sensor is added at the tail bumper instead of gyro sensor in order to measure the yaw rate. First, a genetic-algorithm (GA)-based fuzzy PD controller is proposed to combine heuristics and optimization. Then, the fuzzy control system is transformed into a Lur´e system with uncertainties. The Lyapunov´s direct method is used to guarantee the stability of the perturbed Lur´e system, and then a robustness measurement that gives the bound of the uncertainties is derived. The performance of the proposed controller is compared with a conventional PD controller through simulation studies. Experimental studies on a small-scale vehicle are also reported.
Keywords :
Lyapunov methods; PD control; automobiles; fuzzy control; genetic algorithms; mobile robots; position control; remotely operated vehicles; robust control; state feedback; Lur´e system with uncertainties; Lyapunov direct method; additional lateral displacement sensor; automatic steering control; autonomous vehicles; fixed state feedback control; genetic-algorithm based controller; intelligent controller; lane keeping; lateral control; linear model; optimal design; passenger cars; passenger comfort; robust fuzzy PD controller; robust stability; simulation; small-scale vehicle; tail bumper; yaw rate; Automatic control; Fuzzy control; Intelligent sensors; Mobile robots; PD control; Proportional control; Remotely operated vehicles; Robust control; Robust stability; Tail;
Conference_Titel :
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN :
0-7803-7810-5
DOI :
10.1109/FUZZ.2003.1209423