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...
Main Authors: | , , |
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Format: | Article |
Language: | English |
Published: |
Hindawi Limited
2015-01-01
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2015/896943 |