个人信息:
姓名:邓 杨
专业:管理科学与工程
学号:4120108075
班级:博2046
导师:周支立 教授;Associate Prof. Andy H.F. Chow
学位论文题目:
基于强化学习的供需不确定性动态资源配置研究
已发表论文目录:
[1] Deng Y, Chow A H F, Yan Y, et al. Hierarchical production control and distribution planning under retail uncertainty with reinforcement learning[J]. International Journal of Production Research, 2025: 1-19. DOI:10.1080/00207543.2025.2452386.
(SCI, ABS 3*, JCR Q1, IF: 7.0, 管理学门类1最有国际影响力的学术期刊,序号:139)
[2] Deng Y, Yan Y, Chow A H F, et al. A proximal policy optimization approach for food delivery problem with reassignment due to order cancellation[J]. Expert Systems with Applications, 2024, 258: 125045. DOI:10.1016/j.eswa.2024.125045.
(SCI, ABS 3*, JCR Q1, IF: 7.5, 管理学门类1最有国际影响力的学术期刊,序号:73)
[3] Yan Y, Deng Y, Cui S, et al. A policy gradient approach to solving dynamic assignment problem for on-site service delivery[J]. Transportation Research Part E Logistics and Transportation Review, 2023, 178: 103260. DOI:10.1016/j.tre.2023.103260.
(SCI, ABS 3*, JCR Q1, IF: 8.3, 管理学门类2最有国际影响力的学术期刊,序号:330)
[4] Yan Y, Wen H, Deng Y, et al. A mixed-integer programming-based Q-learning approach for electric bus scheduling with multiple termini and service routes[J]. Transportation Research Part C Emerging Technologies, 2024, 162: 104570. DOI:10.1016/j.trc.2024.104570.
(SCI, JCR Q1, IF: 7.6, 管理学门类1国际知名学术刊物,序号:596)
[5] Yang Deng. A Collaborative Multi-Agent System for Supply Chain Distributor Selection[C]. 10th METRANS International Urban Freight Conference, Los Angeles, USA., 2025
[6] Yang Deng, Andy Chow, Zhili Zhou. Fair Courier Assignment and Dynamic Food Pricing via Multi-Agent Reinforcement Learning with Communication[C]. 12th Triennial Symposium on Transportation Analysis Conference, Okinawa, Japan, 2025
[7] Yang Deng, Andy Chow, Yimo Yan, Zhili Zhou, Chengshuo Ying and Yong-Hong Kuo. A deep Q-learning approach for food delivery problem with reassignment due to cancellation[C]. The 27th International Conference of Hong Kong Society for Transportation Studies, Hong Kong, China, 2023
[8] Yang Deng, Andy Chow, Zhou Zhili, Chengshuo Ying. Optimization of reselling canceled orders strategy using deep q-networks with a case study of the steel slitting industry[C]. 9th International Symposium on Transport Network Resilience, Hong Kong, China., 2023
公示时间:2025年03月14日