Author

Yen-Lin Huang

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Oct 2026

Coordination of Ramp Metering and Surface Road Signal Control to Concurrently Prevent On-Ramp Spillover and Enhance Freeway Traffic Flow

Ramp metering is a widely implemented strategy for managing freeway congestion; however, its effectiveness is often compromised by limited ramp storage capacity, which can cause queue spillback into adjacent signalized intersections and disrupt overall network performance. To address this issue, this study proposed a r...

Wei-Hsun Lee, Yu-Hsin Chang, Yen-Lin Huang · Transportation Research Reco... · 0 citations

#reinforcement learning Aug 2026

Left Turns at Unsignalized Intersections: Decision Making for Autonomous Vehicles Using Deep Reinforcement Learning with Game-Theoretic Reasoning

Results show that incorporating game-theoretic reasoning substantially improves decision stability, efficiency, and safety compared with a baseline DRL agent, achieving higher rewards, shorter maneuver times, and zero collisions across all scenarios.

Ta-Yin Hu, Yen-Lin Huang, Chi-Te Tung · Transportation Research Reco... · 0 citations