Published in arXiv preprint, 2026
An LLM-assisted flexible MCTS framework for automated large-scale CVRP solver design.
Recommended citation: Tong Guo, Caishun Chen, and Yew Soon Ong. (2026). Automated large-scale CVRP solver design via LLM-assisted flexible MCTS. arXiv:2605.03339.
Published in IEEE Transactions on Evolutionary Computation, 2026
Behavioral semantics and multitree genetic programming for large-scale dynamic air traffic flow management.
Recommended citation: Tong Guo, Yi Mei, Mengjie Zhang, Hui Ding, and Wenbo Du. (2026). Multitree genetic programming with behavioral semantics for large-scale dynamic air traffic flow management. IEEE Transactions on Evolutionary Computation.
Published in IEEE Transactions on Evolutionary Computation, 2025
A transfer optimization approach for evolving parallel algorithm portfolios for vehicle routing problems.
Recommended citation: Tong Guo, Yi Mei, Mengjie Zhang, Ke Tang, Kaiquan Cai, and Wenbo Du. (2025). Enhanced evolution of parallel algorithm portfolio for vehicle routing problem via transfer optimization. IEEE Transactions on Evolutionary Computation.
Published in IEEE Transactions on Artificial Intelligence, 2025
Graph neural neighborhood search for emergency scheduling of aerial vehicles.
Recommended citation: Tong Guo, Yi Mei, Wenbo Du, Yisheng Lv, Yumeng Li, and Tao Song. (2025). Emergency scheduling of aerial vehicles via graph neural neighborhood search. IEEE Transactions on Artificial Intelligence, 6(7), 1808-1822.
Published in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025
A learning-assisted neighborhood search framework for solving vehicle routing problems more effectively.
Recommended citation: Tong Guo, Yi Mei, Mengjie Zhang, Haoran Zhao, Kaiquan Cai, and Wenbo Du. (2025). Learning-aided neighborhood search for vehicle routing problems. IEEE Transactions on Pattern Analysis and Machine Intelligence.
Published in IEEE Intelligent Transportation Systems Magazine, 2024
A review of the emerging urban air mobility field, including open challenges in operations, optimization, and system design.
Recommended citation: Tong Guo, Yumeng Li, Jun Chen, Jianjun Wu, Yu Zhang, Sameer Alam, Kaiquan Cai, and Wenbo Du. (2024). Urban air mobility: Review and challenges. IEEE Intelligent Transportation Systems Magazine.
Published in IEEE Transactions on Evolutionary Computation, 2024
A multifidelity surrogate-assisted genetic programming method for dynamic air traffic flow management.
Recommended citation: Tong Guo, Yi Mei, Mengjie Zhang, Ruofei Sun, Yanbo Zhu, and Wenbo Du. (2024). Genetic programming with multifidelity surrogates for large-scale dynamic air traffic flow management. IEEE Transactions on Evolutionary Computation, 29(6), 2671-2685.
Published in IEEE Transactions on Evolutionary Computation, 2023
A cooperative co-evolution framework designed for large-scale multi-objective air traffic flow management.
Recommended citation: Tong Guo, Yi Mei, Ke Tang, and Wenbo Du. (2023). Cooperative co-evolution for large-scale multiobjective air traffic flow management. IEEE Transactions on Evolutionary Computation, 28(6), 1644-1658.
Published in IEEE Transactions on Evolutionary Computation, 2023
A multi-objective evolutionary method for balancing competing objectives in air traffic flow management.
Recommended citation: Tong Guo, Yi Mei, Ke Tang, and Wenbo Du. (2023). A knee-guided evolutionary algorithm for multi-objective air traffic flow management. IEEE Transactions on Evolutionary Computation, 28(4), 994-1008.
Published in Transportation Research Part C: Emerging Technologies, 2021
A reinforcement learning approach for cooperative pursuit of unauthorized UAVs in urban airspace.
Recommended citation: Tong Guo, Wenbo Du, Jun Chen, Biyue Li, Guangxiang Zhu, and Xianbin Cao. (2021). Cooperative pursuit of unauthorized UAVs in urban airspace via multi-agent reinforcement learning. Transportation Research Part C: Emerging Technologies, 128, 103122.