Title :
A Fuzzy Logic Controller with Adaptive Dynamic Programming Optimization for Traffic Signals
Author :
Tian, Yi ; Zhao, Dongbin ; Yi, Jianqiang
Author_Institution :
Key Lab. of Complex Syst. & Intell. Sci., Chinese Acad. of Sci., Beijing
Abstract :
This paper proposes a fuzzy logic signal controller with adaptive dynamic programming optimizing for traffic intersection. Because fuzzy logic has a clear advantage that it is able to use expert knowledge well, we adopt it in our controller. As adaptive dynamic programming is an advanced technology which is suitable for solving non-linear stochastic system optimizing problems, we use it to optimize our fuzzy logic controller. We set up an isolated intersection model of two-way roads with both left and right turns, and test the controller with ADP optimization under both constant and variable traffic flow rates. The simulation results show that this controller has a good performance.
Keywords :
dynamic programming; fuzzy control; linear systems; road traffic; stochastic systems; traffic engineering computing; adaptive dynamic programming; fuzzy logic controller; linear stochastic system optimizing problems; traffic flow rates; traffic signals; Adaptive control; Control systems; Dynamic programming; Fuzzy logic; Isolation technology; Nonlinear control systems; Programmable control; Roads; Stochastic systems; Testing; adaptive dynamic programming; fuzzy logic; traffic signal control;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Shandong
Print_ISBN :
978-0-7695-3305-6
DOI :
10.1109/FSKD.2008.493