Time Difference Penalized Traffic Signal Timing by LSTM Q-Network to Balance Safety and Capacity at Intersections

Time Difference Penalized Traffic Signal Timing by LSTM Q-Network to Balance Safety and Capacity at Intersections

The conflict between limited road resources and rapid car ownership makes the traffic signal timing become a pivotal challenge. Emerging studies have been carried out on adaptive signal timing, but most of them still focus on the throughput of intersections, leaving safety and travel experience unco...

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Bibliographic Details
Main Authors: Lyuchao Liao, Jierui Liu, Xinke Wu, Fumin Zou, Jengshyang Pan, Qi Sun, Shengbo Eben Li, Maolin Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Traffic signal timing
deep reinforcement learning
DQN
LSTM
driving behavior
driving safety
Online Access:https://ieeexplore.ieee.org/document/9075208/

Internet

https://ieeexplore.ieee.org/document/9075208/

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