An Integrated Model for Adaptive Intersection Signal Control

This research presents a local signal optimization system that integrates a neural network prediction model with a dynamic programming algorithm. With the reliable prediction function, the proposed system can perform real proactive rather than responsive control. Since the developed neural network model is capable of performing a reliable prediction 3-time-steps ahead under various surveillance environments, our proposed integrated control system offers the potential for use in practice. The preliminary results from extensive simulation tests have proved the promising properties of our proposed system.

[1]  P. Lowrie SCATS: Sydney Co-Ordinated Adaptive Traffic System: a traffic responsive method of controlling urban traffic , 1990 .

[2]  M. Papageorgiou,et al.  OPTIMAL SIGNAL CONTROL OF URBAN TRAFFIC NETWORKS , 1992 .

[3]  Isabel Maria Santos Neves Zuzart Tully Synthesis of sequences for traffic signal controllers using techniques of the theory of graphs , 1966 .

[4]  Markos Papageorgiou,et al.  A note on the optimal control of an oversaturated intersection , 1984 .

[5]  Alan J. Miller Settings for Fixed-Cycle Traffic Signals , 1963 .

[6]  Giulio Erberto Cantarella,et al.  Control system design for an individual signalized junction , 1984 .

[7]  Michael G.H. Bell,et al.  DISCRETE TIME-ADAPTIVE TRAFFIC SIGNAL CONTROL: THE CALCULATION OF EXPECTED DELAYS AND STOPS , 1993 .

[8]  M S Hallworth "HIGH-PERFORMANCE" SIGNAL CONTROLLERS , 1980 .

[9]  Feng‐Bor Lin,et al.  Adaptive signal control at isolated intersections , 1988 .

[10]  Madan G. Singh,et al.  Modelling and hierarchical optimization for oversaturated urban road traffic networks , 1974 .

[11]  George Stephanopoulos,et al.  Oversaturated signal systems with queue length constraints—I: Single intersection , 1977 .

[12]  C P Young A RELATIONSHIP BETWEEN VEHICLE DETECTOR OCCUPANCY AND DELAY AT SIGNAL-CONTROLLED JUNCTIONS , 1988 .

[13]  Jean-Loup Farges,et al.  THE PRODYN REAL TIME TRAFFIC ALGORITHM , 1983 .

[14]  Sam Yagar,et al.  Capacity of a signalized road junction: Critique and extensions , 1974 .

[15]  Gang-Len Chang,et al.  PREDICTING INTERSECTION QUEUE WITH NEURAL NETWORK MODELS , 1995 .

[16]  Sam Yagar,et al.  Minimizing delay at a signalized intersection for time-invariant demand rates , 1975 .

[17]  R D Bretherton,et al.  SCOOT-a Traffic Responsive Method of Coordinating Signals , 1981 .

[18]  K. Stoffers Scheduling of traffic lights—A new approach☆ , 1968 .

[19]  Geoffrey E. Hinton,et al.  Learning representations by back-propagating errors , 1986, Nature.

[20]  Richard E. Allsop,et al.  Estimating the traffic capacity of a signalized road junction , 1972 .

[21]  Panos G Michalopoulos,et al.  ALGORITHM FOR REAL-TIME CONTROL OF CRITICAL INTERSECTIONS. , 1979 .

[22]  R. Allsop Delay-minimizing Settings for Fixed-time Traffic Signals at a Single Road Junction , 1971 .

[23]  D. Gazis,et al.  Optimal Control of Oversaturated Store-and-Forward Transportation Networks , 1976 .

[24]  Chih-Chiang Su AN ADAPTIVE TRAFFIC SIGNAL CONTROL SYSTEM , 1994 .

[25]  Nathan H. Gartner,et al.  OPAC: A DEMAND-RESPONSIVE STRATEGY FOR TRAFFIC SIGNAL CONTROL , 1983 .

[26]  Benjamin Heydecker,et al.  Optimising the control performance of traffic signals at a single junction , 1988 .

[27]  George Stephanopoulos,et al.  Oversaturated signal systems with queue length constraints—II: Systems of intersections , 1977 .

[28]  L E Nilsson,et al.  Optimal Control of Isolated Traffic Signals , 1976 .

[29]  Feng-Bor Lin ESTIMATING AVERAGE CYCLE LENGTHS AND GREEN INTERVALS OF SEMIACTUATED SIGNAL OPERATIONS FOR LEVEL-OF-SERVICE ANALYSIS , 1990 .

[30]  R A Vincent,et al.  'MOVA': TRAFFIC RESPONSIVE, SELF-OPTIMISING SIGNAL CONTROL FOR ISOLATED INTERSECTIONS , 1988 .

[31]  Sam Yagar,et al.  MINIMIZING DELAYS FOR TRANSIENT DEMANDS WITH APPLICATION TO SIGNALIZED ROAD JUNCTIONS , 1977 .

[32]  D. Gazis Optimum Control of a System of Oversaturated Intersections , 1964 .