Author

Boxuan Wu

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#reinforcement learning Open access Sep 2026

Urban Vehicle Route Choice Modeling Based on Multi-Source Trajectory Data and Adversarial Inverse Reinforcement Learning

To address the limitations of traditional route choice models, including their dependence on manually constructed path sets, their difficulty in capturing nonlinear decision preferences, and their insufficient consideration of dynamic congestion factors, this paper proposes an urban vehicle route choice modeling method...

Shu-Kang Zheng, Chang-Jiang Zheng, Gen-Hua Ma et al. · Applied Sciences · 0 citations

Open access Jul 2026

Low-Carbon Urban Freight Optimization: Per-Order Adaptive Mode Mixing with Demonstration-Regularized Constrained Reinforcement Learning

The findings suggest that hard carbon budgets can be controlled in expectation online at modest cost—a step toward operator-facing low-carbon logistics whose average emissions honour a binding carbon budget, though external validation on operational data and a risk-sensitive formulation that upgrades this average contr...

Shu-Kang Zheng, Genhua Ma, Hanpei Yang et al. · Applied Sciences · 0 citations