Intelligent Ramp Control for Incident Response Using Dyna-Q Architecture

Reinforcement learning (RL) has shown great potential for motorway ramp control, especially under the congestion caused by incidents. However, existing applications limited to single-agent tasks and based on Q-learning have inherent drawbacks for dealing with coordinated ramp control problems. For s...

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Bibliographic Details
Main Authors: Chao Lu, Yanan Zhao, Jianwei Gong
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/896943