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Learning Model Predictive Controllers for Real-Time Ride-Hailing Vehicle Relocation and Pricing Decisions
The MPC relies on a demand forecast and optimizes over a longer time horizon to compensate for the myopic nature of the routing optimization.
Learning Model-Based Vehicle-Relocation Decisions for Real-Time Ride-Sharing: Hybridizing Learning and Optimization
The MPC optimization operates over a longer time horizon to compensate for the inherent myopic nature of the real-time dispatching.
Real-Time Dispatching of Large-Scale Ride-Sharing Systems: Integrating Optimization, Machine Learning, and Model Predictive Control
This paper considers the dispatching of large-scale real-time ride-sharing systems to address congestion issues faced by many cities.
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