Risk-Aware Intelligent Dispatching for Ride-Hailing Systems Using Dual-Graph Attention Forecasting and Unbalanced Optimal Transport
The demand-prediction-guided optimal transport matching (DP-OTM) method, which embeds destination opportunities and risks into the vehicle–request matching cost to generate an executable one-to-one allocation, is designed and results support destination-aware dispatching in public-data simulations.