Title :
Fuzzy logic controller for freeway ramp metering with particle swarm optimization and PARAMICS simulation
Author :
Xu, Jianxin ; Zhao, Xinjie ; Srinivasan, Dipti
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
In this paper, two TS-type fuzzy logic controllers (FLC) in direct and incremental forms are constructed for freeway local ramp metering tasks. The values of consequent part of fuzzy rules are optimized with a particle swarm optimization algorithm (PSO). The optimization process under PSO is carried out on PARAMICS microscopic traffic simulation platform. FLC methods and the traditional ALINEA control method are examined and compared on the traffic density performance. Simulation results on PARAMICS show the applicability and efficiency of the proposed FLC.
Keywords :
fuzzy control; particle swarm optimisation; road traffic; ALINEA control method; PARAMICS simulation; Takagi-Sugeno controller; freeway ramp metering; fuzzy logic controller; microscopic traffic simulation platform; particle swarm optimization; Driver circuits; Fuzzy logic; Optimization; Particle swarm optimization; Traffic control; Vehicle dynamics; Vehicles;
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6919-2
DOI :
10.1109/FUZZY.2010.5584386