SMAC-tuned Deep Q-learning for Ramp Metering

The demand for transportation increases as the population of a city grows, and significant expansion is not conceivable because of spatial, financial, and environmental limitations. As a result, improving infrastructure efficiency is becoming increasingly critical. Ramp metering with deep reinforcem...

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Bibliographic Details

Published in:	2023 IEEE International Conference on Smart Mobility (SM) pp. 65 - 72
Main Authors:	ElSamadisy, Omar, Abdulhai, Yazeed, Xue, Haoyuan, Smirnov, Ilia, Khalil, Elias B., Abdulhai, Baher
Format:	Conference Proceeding
Language:	English
Published:	IEEE 19.03.2023
Subjects:	Convergence Deep reinforcement learning Hands Hyperparameter optimization Q-learning Ramp metering - Reinforcement learning - Hyper-parameter tuning Traffic control Transportation Tuning Urban areas
Online Access:	Get full text
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