Publications

Journal

1. Physics-Informed Digital Twin-based Value Expansion for Efficient Model-Free Reinforcement Learning in Mixed-Fleet Mobility-on-Demand Systems[Submitted]
Ruining Yang, Longhao Yan, Kaidi Yang*

2. Reliable Reinforcement Learning-based Rerouting Strategy for Efficient Evacuation Considering Uncertain Route Disruption[Pending]
Ruining Yang, Kaidi Yang*

Conference

Dynamic Model Enhanced Reinforcement Learning in Mixed-Fleet Mobility-on-Demand Systems
Ruining Yang, Longhao Yan, Kaidi Yang*. International Symposium on Transportation Data and Modelling (ISTDM) , 2023.