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Data-Driven Optimization for Meal Delivery: A Reinforcement Learning Approach for Order-Courier Assignment and Routing at Meituan

Ramón Auad,Felipe Lagos,Tom´as Lagos

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TLDR

A novel hybrid framework that integrates reinforcement learning with hyper-heuristic optimization to improve sequential order assignment and routing decisions in meal delivery operations and significantly outperforms traditional benchmark policies, achieving 12% cost reduction through strategic order postponement.