Author

Xiang-Wen Yang

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#reinforcement learning Oct 2026

Coordinated ramp metering under asymmetric traffic demand: a continuous deep reinforcement learning approach

Asymmetric ramp demand is common in multi-ramp freeway corridors and can complicate coordinated ramp metering. Existing approaches may not explicitly represent differences in short-term queue growth across ramps, while discrete metering actions can limit control resolution. This study proposes a soft actor–critic-based...

Xiang-Wen Yang, Yan-Li Jiao, Jin-Zhao Jin et al. · Proceedings of the Instituti... · 0 citations

#artificial intelligence Preprint Sep 2026

Windowed A-K-MDP

Windowed A-K-MDP is proposed, an algorithm that generates every distinct feasible partition induced within a declared divisor window and evaluates candidates until reaching the ideal value loss or exhausting the family of candidates.

Xiang-Wen Yang, Frankie H. T. Cho, Iadine Chadès · 0 citations