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Author:

Zhao, Xiaohua (Zhao, Xiaohua.) (Scholars:赵晓华) | Li, Zhenlong (Li, Zhenlong.) | Yu, Quan (Yu, Quan.) | Shang, Yanzhang (Shang, Yanzhang.)

Indexed by:

EI Scopus

Abstract:

A new control algorithm - N.B.S.Game QLearning was introduced to solve the cooperation control of two adjacent intersections in this paper. N.B.S.Game was denoted as two-player cooperation game with Nash Bargaining Solution. Based on Game Q-learning algorithm, that the game theory was combined with the Q-learning realized by BP neural network and the game solution was regarded as the basis of taking the strategy selecting of Q-learning, the N.B.S.Game Q-learning algorithm was just put forward. Because the traffic signal cooperation control problem for two adjacent intersections belonged to the two-player general sum cooperation game form, the Nash bargaining solution method was applied to obtain the optimal portfolio strategy to ensure the maximization of the overall benefit. The simulation result by Paramics has showed the control performance of the N.B.S.Game Q-learning algorithm is far better than fixed time control in heavy traffic flow condition and the control strategy can adapt to the variable traffic environment. © 2009 IEEE.

Keyword:

Reinforcement learning Street traffic control Computation theory Game theory Neural networks Traffic signals Learning algorithms

Author Community:

  • [ 1 ] [Zhao, Xiaohua]Key Lab of Transportation in Beijing(Beijing University of Technology), Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Li, Zhenlong]Key Lab of Transportation in Beijing(Beijing University of Technology), Beijing University of Technology, Beijing 100022, China
  • [ 3 ] [Yu, Quan]Key Lab of Transportation in Beijing(Beijing University of Technology), Beijing University of Technology, Beijing 100022, China
  • [ 4 ] [Shang, Yanzhang]Key Lab of Transportation in Beijing(Beijing University of Technology), Beijing University of Technology, Beijing 100022, China

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Source :

Year: 2009

Volume: 6

Page: 551-557

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

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