Design optimization traffic light timing using the fuzzy logic at a Diphasic's Isolated intersection

In this paper, to overcome the problem of increasing traffic, using state space equations, a comprehensive model of urban traffic network are obtained in a isolated intersection. Then, two fuzzy logic controllers, one for optimized green time of traffic lights and one green phase is used for an extended time. In this system, types of sensors is video detection, they are placed strategically at incoming and outgoing legs (lines) and the controller utilize the information received from these sensors to make optimal decisions to minimize the goal function. The simulation results show that TAOSF (Traffic Actuated Optimization Signal Fuzzy control) had a great improvement in 6 different traffic conditions such as certain, uncertain, using random data, and in 4 different traffic conditions using the real case study of OSTANDARI intersection in Mashhad, Iran, in comparison with the fixed time controller, real operation of Australian SCATS (Sydney Coordinated Adaptive Traffic System) system, TASFC (Traffic Actuated Signal Fuzzy Control) system in previous work for estimation of the goal function which is minimizing the queue length and the delay time of the vehicles.

[1]  Marzuki Khalid,et al.  INTELLIGENT TRAFFIC LIGHTS CONTROL BY FUZZY LOGIC , 1996 .

[2]  Ella Bingham.  Reinforcement learning in neurofuzzy traffic signal control , 2001, Eur. J. Oper. Res..

[3]  Tin Kin Ho.  Fuzzy logic traffic control at a road junction with time-varying flow rates , 1996 .

[4]  B.M. Nair,et al.  A fuzzy Logic Controller for Isolated Signalized Intersection with Traffic Abnormality Considered , 2007, 2007 IEEE Intelligent Vehicles Symposium.

[5]  P. Jain,et al.  Fuzzy Based Real Time Traffic Signal Controller to Optimize Congestion Delays , 2012, 2012 Second International Conference on Advanced Computing & Communication Technologies.

[6]  F. Webster.  TRAFFIC SIGNAL SETTINGS , 1958 .

[7]  Zhiyong Liu,et al.  A Survey of Intelligence Methods in Urban Traffic Signal Control , 2007 .

[8]  William R. McShane,et al.  A review of pedestrian safety models for urban areas in Low and Middle Income Countries , 2016 .

[9]  Xiaorong Zhang,et al.  An Intelligent Fuzzy Control for Crossroads Traffic Light , 2010, 2010 Second WRI Global Congress on Intelligent Systems.

[10]  Youxian Sun,et al.  Application of fuzzy control theory in multi-phase traffic control of single intersection , 2002, Proceedings of the 4th World Congress on Intelligent Control and Automation (Cat. No.02EX527).

[11]  G.H. Kulkarni,et al.  Fuzzy logic based traffic light controller , 2007, 2007 International Conference on Industrial and Information Systems.

[12]  Xiaobo Lu,et al.  Single Intersection Signal Control and Simulation Based on Fuzzy Logic , 2011, 2011 Third International Conference on Intelligent Human-Machine Systems and Cybernetics.

[13]  Azura Che Soh,et al.  Fuzzy traffic light controller using Sugeno method for isolated intersection , 2009, 2009 IEEE Student Conference on Research and Development (SCOReD).

[14]  Fernando Gomide,et al.  Fuzzy traffic control: adaptive strategies , 1993, [Proceedings 1993] Second IEEE International Conference on Fuzzy Systems.

[15]  Jianqiang Yi,et al.  A Fuzzy Logic Controller with Adaptive Dynamic Programming Optimization for Traffic Signals , 2008, 2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery.

[16]  Takeshi Furuhashi,et al.  Evolutionary fuzzy modeling using fuzzy neural networks and genetic algorithm , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[17]  Deng Xiao-hui,et al.  Control Type Styles Option Research of Intersection Based on LOS , 2011, 2011 Fourth International Conference on Intelligent Computation Technology and Automation.

[18]  Javad Haddadnia,et al.  Controlling multi variable traffic light timing in an isolated intersection using a novel fuzzy algorithm , 2013, J. Intell. Fuzzy Syst..

[19]  Sandeep Mehan.  Introduction of Traffic Light Controller with Fuzzy Control System , 2011 .

[20]  Maged M. M. Fahmy.  An Adaptive Traffic Signaling For Roundabout With Four Approach Intersections Based On Fuzzy Logic , 2007, J. Comput. Inf. Technol..

[21]  Haslina Md Sarkan,et al.  MATLAB Simulation of Fuzzy Traffic Controller for Multilane Isolated Intersection , 2010 .

[22]  Thomas Urbanik,et al.  Enhanced Genetic Algorithm for Signal-Timing Optimization of Oversaturated Intersections , 2000 .

[23]  B. De Schutter,et al.  Test Bed for Multiagent Control Systems in Road Traffic Management , 2005 .

[24]  Hyung Lee-Kwang,et al.  Distributed and cooperative fuzzy controllers for traffic intersections group , 1999, IEEE Trans. Syst. Man Cybern. Part C.

[25]  Dongbin Zhao,et al.  A traffic signal control algorithm for isolated intersections based on adaptive dynamic programming , 2010, 2010 International Conference on Networking, Sensing and Control (ICNSC).

[26]  E. Mamdani,et al.  FUZZY LOGIC CONTROLLER FOR A TRAFFIC JUNCTION , 1977 .

[27]  Yan Li,et al.  Design of signal controllers for urban intersections based on fuzzy logic and weightings , 2003, Proceedings of the 2003 IEEE International Conference on Intelligent Transportation Systems.

[28]  R. J. Salter.  Traffic Engineering: Worked Examples and Problems , 1981 .

[29]  K.T.K. Teo,et al.  Optimization of Traffic Flow within an Urban Traffic Light Intersection with Genetic Algorithm , 2010, 2010 Second International Conference on Computational Intelligence, Modelling and Simulation.

[30]  Jie Gao,et al.  Two-Stage Fuzzy Logic Controller for Signalized Intersection , 2011, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[31]  Dipti Srinivasan,et al.  Neural Networks for Real-Time Traffic Signal Control , 2006, IEEE Transactions on Intelligent Transportation Systems.

[32]  Yetis Sazi Murat,et al.  A FUZZY LOGIC MULTI-PHASED SIGNAL CONTROL MODEL FOR ISOLATED JUNCTIONS , 2005 .

[33]  Naser Pariz,et al.  A Novel Fuzzy Model and Control of Single Intersection at Urban Traffic Network , 2010, IEEE Systems Journal.