OALib Journal期刊
ISSN: 2333-9721
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多层反馈混沌神经网络及其在交叉口优化控制中的应用
, PP. 121-126
Keywords: 信号优化配时,多层反馈混沌神经网络,Lyapunov指数,能量函数,车辆延误
Abstract:
研究城市交叉口交通控制信号优化配时问题。以Hopfield网络和混沌模型为基础,开发了多层反馈混沌神经网络,将其应用于城市交通控制信号配时优化,并开发了应用于优化计算的能量函数和车辆平均延误计算式;探讨了城市交通系统的混沌特性,并开发混沌定量判别算法。以广东某交叉路口为对象进行了仿真,结果表明与传统的配时方法相比,采用所开发的多层反馈混沌神经网络进行优化配时,交叉路口车辆的平均延误可以平均减少25.1%,可以大大提高路口的通行效率。该网络也可以应用于其他对象的优化。
References
[1] | [J].IEEE Trans on Circuits and Systems:Fundamental Theory and Applications,1999,46(8):974-993.
|
[2] | [J].Physica D,1997,104(3-4):286-325.
|
[3] | J J HOPFIELE,D W TANK.Neural computation of decisions in optimization problems
|
[4] | [D].USA:Ohio State University,2001.
|
[5] | [J].Transportation Research Part B,2002,36:191-312.
|
[6] | [J].Intelligent Data Analysis,2004,8(3):301-323.
|
[7] | DUDNIKOV,EVGENY E.Two-layer stabilization of continuous neural networks with feedbacks
|
[8] | PAOLO SERAFINI,WALTER UKOVICH.A mathematical model for the fixed-time traffic control problem
|
[9] | [J].Physica D,1992,56(1):117-134.
|
[10] | A DAS,PRITHA DAS,A B ROY.Chaos in a three -dimensional general model of neural networks
|
[11] | KAZUHIKO TAKAHASHI.Remarks on multi layer neural networks involving chaos neurons
|
[12] | [J].International Journal of Applied Electromagnetic and Mechanics,2003,18:165-176.
|
[13] | LUONAN CHEN,K AIHARA.Global searching ability of chaotic neural networks
|
[14] | LUONAN CHEN,KAZUYUKI AIHARA.Chaotic simulated annealing by a neural network model with transient chaos
|
[15] | [J].Neural Networks,1995,8(6):915-930.
|
[16] | LUONAN CHEN,KAZUYUKI AIHARA.Chaos and asymptotical stability in discrete-time neural networks
|
[17] | [J].Biol.Cybern.,1985,52:141-152.
|
[18] | JIA LEI.Control,optimization and simulation of intelligent transportation systems
|
[19] | S C WONG,et al.Group-based optimization of a time-dependent TRANSYT traffic model for are traffic control
|
[20] | ANTHONY ROBINS.Sequential learning in neural networks:A review and a discussion of pseudorehearsal based methods
|
[21] | [J].Cybernetics & Systems,2002,33(4):325-340.
|
[22] | BRIAN WOLSHON,et al.Analysis of intersection delay under real-time adaptive signal control
|
[23] | [J].Transportation Research Part C,1999,7:53-72.
|
[24] | [J].European Journal of Operational Research,1989,42:152-165.
|
[25] | GUBERINIC′ S,S^ENBORN G.Optimal sequences of fixed time signal plans
|
[26] | [J].Transportation Science,1978,12(1):48-57.
|
[27] | M T ROSENSTEIN,J J COLLINS,C J DE LUCA.A practical method for calculating largest Lyapunov exponents from small data sets
|
[28] | [J].International Journal of Bifurcation and Chaos,2002,12(10):2271-2281.
|
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