梁哲

梁哲

长聘特聘教授、博导、国家杰青、上海市优秀学术带头人

同济大厦A楼1913室

管理科学与工程系

liangzhe@tongji.edu.cn

理论研究:大规模组合优化、整数规划、网络优化、人工智能

应用研究:数智航空运营管理、智能物流和交通、智能制造等

 

2006.9 --- 2011.5 博士,新泽西州立大学,工业与系统工程系

2002.1 --- 2003.12 硕士,新加坡国立大学,工业与系统工程系

1997.9 --- 2001.12 本科,新加坡国立大学,计算机工程系

科研基金

纵向课题负责人

PI-1. 国家自然科学基金重点项目,《民航一体化运营优化和创新》,2023-2027.

PI-2. 上海市科技人才计划项目,《基于机场视角的航空运营管理研究》,2019-2022.

PI-3. 国家杰出青年基金,《航空运营管理中的大规模组合优化问题及算法研究》,2019-2023.

PI-4. 上海市教委曙光计划项目,《不正常航班恢复问题的建模与算法研究》,2018-2019.

PI-5. 国家自然科学基金优秀青年基金,《航空运营管理》,2015-2017.

PI-6. 国家自然科学基金青年基金,《利用回旋时空网络求解飞机维护路径问题的新方法》,2013-2015.

PI-7. 教育部博士点新教师基金,《基于协同决策方法的繁忙航路优化排程问题研究》,2013-2015.

纵向课题参与人

Co-1. 国家自然科学基金创新研究群体,《综合运输系统运营管理》,2021-2025.

Co-2. 国家自然科学基金重大项目子课题,《城市群综合交通系统风险辨识与应急管理理论》,2019-2023.

Co-3. 国家自然科学基金重点项目,《面向新型城镇化的城市群综合交通管理理论》,2016-2020.

 

学术著作 (IJOC×3, TS×4, TRB×5)

A. 航空运营管理

A1. Z. Zhang*, Y. Che, Z. Liang. Split-demand multi-trip vehicle routing problem with simultaneous pickup and delivery in airport baggage transit. European Journal of Operational Research, vol 321(3), pages 996-1010, 2024.

A2. L. Huang, F. Xiao*, J. Zhou, Z. Duan, H Zhang,  Z. Liang. A machine learning based column-and-row generation approach for integrated air cargo recovery problem. Transportation Research Part B, vol 178, 102846, 2023.

A3. W. Wang, K. Xie, S. Guo, W. Li, F. Xiao and Z. Liang*, A shift-based model to solve the integrated staff rostering and task assignment problem with real-world requirements, European Journal of Operational Research, vol 310(1), pages 360-378, 2023.

A4. W. Du, S. Zhu, L. Tong, K. Cai, and Z. Liang, Robust gate assignment to minimise aircraft conflicts, Transportmetrica B, vol 11(1), pages 1161-1185, 2023.

A5. J. Wang, G. Song, Z. Liang, E. Demeulemeester, X. Hu, and J. Liu, Unrelated parallel machine scheduling with multiple time windows: An application to earth observation satellite scheduling, Computers & Operations Research, vol 149, 106010, 2023.

A6. 谢可欣,徐根焰,苏艺,梁哲*, 飞机维修计划编排问题的研究综述, 运筹与管理, 第32卷第十期, 233-240, 2023.

A7. F. Xiao, S. Guo, L. Huang, L. Huang, and Z. Liang*, Integrated aircraft tail assignment and cargo routing problem with through cargo consideration, Transportation Research Part B, vol 168, pages 328-351, 2022.

A8. Y. Su, K. Xie, H. Wang, Z. Liang*, W. Chaovalitwongse, and P. Pardalos, Airline disruption management: a review of models and solution methods, Engineering, vol 7(4), pages 435-447, 2021.

A9. L. Zhou, Z. Liang*, C-A. Chou, and W. Chaovalitwongse, Airline planning and scheduling: models and solution methodologies, Frontiers of Engineering Management, vol 7(1), pages 1-26, 2020.

A10. Z. Liang, X. Qian*, et al., A column generation-based heuristic for aircraft recovery problem with airport capacity constraints and maintenance flexibility, Transportation Research Part B, vol 113, 70-90, 2018.

A11. Zhang, F. Xie, K. Huang, T. Wu, Z. Liang*, MIP models and a hybrid method for the capacitated air-cargo network planning and scheduling problems, Transportation Research Part E, vol 103, pages 158-173, 2017.

A12. Z. Liang, Y. Feng, T. Wu, X. Zhang, and W. A. Chaovalitwongse, Robust weekly aircraft maintenance routing problem and the extension to the tail assignment problem, Transportation Research Part B, vol 78, pages 238-259, 2015.

A13. Z. Liang*, W. A. Chaovalitwongse, and E. A. Elsayed, Sequence assignment model for the flight conflict resolution problem, Transportation Science, vol 48(3), pages 351-372, 2014.

A14. Z. Liang*, and W. A. Chaovalitwongse, A network-based model for the integrated weekly aircraft maintenance routing and fleet assignment problem, Transportation Science, vol 47(4), pages 493-507, 2013.

A15. Z. Liang, W. A. Chaovalitwongse, H. C. Huang, and E. L. Johnson, On a new rotation-tour network model for aircraft maintenance routing problem, Transportation Science, vol 45(1), pages 109-120, 2011.

A16. Z. Liang, W. A. Chaovalitwongse, A. D. Rodriguez, D. E. Jeffcoat, D. A. Grundel, and J. K. O'Neal, Optimization of spatiotemporal clustering for target tracking from multisensor Data, IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, vol 40(2), pages 176-188, 2010.

A17. Z. Liang, and W. A. Chaovalitwongse, The aircraft maintenance routing problem, In W. A. Chaovalitwongse, K. C. Furman and P. M. Pardalos, editors, Optimization and Logistics Challenges in the Enterprise, pages 327-348, Springer, New York, 2009.

B. 交通和物流

B1. H. Pan, L.Yang*, Z. Liang, H. Yang, New exact algorithm for the integrated train timetabling and rolling stock circulation planning problem with stochastic demand, European Journal of Operational Research, online first, 2024.

B2. C. Wang, L. Miao, C. Zhang*, T. Wu, Z. Liang, Robust optimization for the integrated berth allocation and quay crane assignment problem, Naval Research Logistics, vol 71, 452-476, 2024.

B3. H. Pan, L. Yang*, Z. Liang*, Demand-oriented integration optimization of train timetabling and rolling stock circulation planning with flexible train compositions: A column-generation-based approach, European Journal of Operational Research, vol 305, 184-206, 2022.

B4. T. Wu, C. Zhang*, W. Chen, Z. Liang, X. Zhang, Unsupervised learning-driven matheuristic for production-distribution problems, Transportation Science, vol 56(6), 1677-1702, 2022.

B5. H. Pan, Z. Liu, L. Yang*, Z. Liang, Q. Wu, S. Li, A column generation-based approach for integrated vehicle and crew scheduling on a single metro line with the fully automatic operation system by partial supervision, Transportation Research Part E, vol 152, 102406, 2021.

B6. K. Liu*, H. Gao, Z. Liang, M. Zhao, and C. Li, Optimal charging strategy for large-scale electric buses considering resource constraints, Transportation Research Part D, vol 99, 103009, 2021.

B7. Y. Zheng, X. Zhang*, and Z. Liang, Multimodal subsidy design for network capacity flexibility optimization, Transportation Research Part A, vol 140(5), pages 15-35, 2020.

B8. T. Wu, F. Xiao, C. Zhang, D. Zhang, and  Z. Liang*, Regression and extrapolation guided optimization for production–distribution with ship–buy–exchange options, Transportation Research Part E, vol 129, 15-37, 2019.

B9. L. Zhen, Z. Liang, D. Zhuge, L. H. Lee, and E. P. Chew, Daily berth planning in a tidal port with channel flow control, Transportation Research Part B, vol 106, pages 193-217, 2017.

B10. Y. Song, J. Zhang, Z. Liang, C. Ye, An exact algorithm for the container drayage problem under a separation mode, Transportation Research Part E, vol 106, pages 231-254, 2017.

B11. Y. He, T. Wu, C. Zhang, and Z. Liang, An improved MIP heuristic for the intermodal hub location problem, Omega, vol 57, pages 203-211, 2015.

B12. Z. Liang, W. A. Chaovalitwongse, and L. Shi, Supply chain management and logistics: Innovative strategies and practical solutions, CRC Press (Taylor & Francis), 2015. Available at Amazon.com.

B13. H. C. Lau, and Z. Liang, Pickup and delivery problem with time windows, algorithms and test case generation. International Journal on Artificial Intelligence Tools, vol 11(3), pages 455-472, 2002.

C. 智能制造

C1. T. Wu, L. Huang, Z. Liang, X. Zhang, and C. Zhang, A supervised learning-driven heuristic for solving the facility location and production planning problem, European Journal of Operational Research, vol 301(4), 785-796, 2022.

C2. D. Wang, F. Xiao, L. Zhou*,  and Z. Liang, Two-dimensional skiving and cutting stock problem with setup cost based on column-and-row generation, European Journal of Operational Research, vol 286(2), 547-563, 2020.

C3. T. Wu, Z. Shi, Z. Liang, X. Zhang, and C. Zhang, Dantzig–Wolfe decomposition for the facility location and production planning problem, Computers & Operations Research, vol 124(4), 105068, 2020.

C4. T. Wu, F. X., C. Zhang, Y. He, Z. Liang*, The green capacitated multi-item lot sizing problem with parallel machines, Computers & Operations Research, vol 106, pages 149-164, 2018.

C5. T. Wu, Z. Liang*, and C. Zhang, Analytics optimization for the capacitated multi-item lot sizing problem with non-identical machines, INFORMS Journal on Computing, vol 30(2), pages 236-258, 2018.

C6. T. Wu, K. Akartunalı, R. Jans, and Z. Liang*, Progressive selection method for the coupled lot-sizing and cutting-stock problem, INFORMS Journal on Computing, vol 29(3), pages 523-543, 2017.

C7. Y. Pan, Z. Liang, Dual relaxations of the time-indexed ILP formulation for min-sum scheduling problems, Annals of Operations Research, vol 249(1), pages 197-213, 2017.

C8. Z. Liang, Y. He, T. Wu, C. Zhang, An informative column generation and decomposition method for a production planning and facility location problem, International Journal of Production Economics, vol 170 (A), pages 88-96, 2015.

C9. T. Wu, C. Zhang, Z. Liang, and S. C. H. Leung, A Lagrangian relaxation-based method and models evaluation for multi-level lot sizing problems with backorders, Computers & Operations Research, vol 40, pages 1852-1863, 2013.

D. 其他

D1. C. A. Chou, Z. Liang, W. A. Chaovalitwongse, T. Berger-Wolf, B. Dasgupta S. Sheikh, S. L. Putrevu, M. V. Ashley, and I. C. Caballero, Column generation framework of nonlinear similarity model for reconstructing sibling groups, INFORMS Journal on Computing, vol 27(1), pages 35-47, 2015.

D2. Z. Liang, C. Lee, and W. A. Chaovalitwongse, Mathematical programming approaches for dual multicast routing problem with multilayer risk constraints, Annals of Operations Research, vol 203, pages 101-118, 2013.

D3. Z. Liang, and W. A. Chaovalitwongse, A multicast problem with shared risk cost, Optimization Letters, vol 6(3), pages 571-584, 2012.

D4. Z. Liang, and W. A. Chaovalitwongse, Bounds of redundant multicast routing problem with SRLG-diverse constraints: edge, path and tree models, Journal of Global Optimization, vol 38(2), pages 345-355, 2010.

D5. Z. Liang, W. A. Chaovalitwongse, M. Cha, and S. B. Moon. Redundant multicast routing in multilayer networks with shared risk resource groups: complexity, models and algorithms, Computers & Operations Research, vol 37(10), pages 1731-1739, 2010.

D6. A. D. Rodriguez, W. A. Chaovalitwongse, Z. Liang, H. Singhal, and H. Pham, Master defect record retrieval using network-based feature association, IEEE Transactions on Systems, Man, and Cybernetics Part C: Applications and Reviews, vol 40(3), pages 319-329, 2010.

 

人才培养

招生要求

欢迎有志于在管理科学和运筹领域深入探索的优秀学生报考博士研究生有探究精神,真正对科研有兴趣,把科研纳入自己未来职业规划;具有良好的计算机、数学基础,逻辑思维清晰,在校成绩良好;态度端正、乐观开朗、诚信务实、勤奋刻苦。

部分学生信息

  • 肖璠(博士毕业 ,  2016-2022)
    • 2023年管理科学与工程学会优博
    • 2022入职上海大学悉尼工商学院(讲师)
    • 2022年中国航空运输协会民航科学技术二等奖
    • 2022上海市优秀毕业生(博士)
    • 2021 中国航空学会科技进步二等奖
    • 2019 同济大学优秀博士生奖学金
    • 2019 同济大学优秀学生标兵
    • 2018 同济大学学术先锋 提名奖
    • 2018 京东全球运筹挑战赛 城市物流运输车辆智能调度 初赛第一名
    • 2018 同济大学新生奖学金
    • 2017.10 阿里巴巴天池智慧航空AI大赛 第一名,个人所得奖金2万元
    • 2016. 8 Sabre 2016年中国航空优化竞赛一等奖,奖金2万元
    • 2016. 6 上海市优秀毕业生(本科),上海海事大学优秀本科毕业论文
  • 周蕾(博士毕业, 2017-2022)
    • 2022年入职达摩院(高级算法工程师 P6)
    • 2022 中国航空运输协会 民航科学技术奖 二等奖
    • 2021 中国航空学会 科技进步奖 二等奖
    • 2018 京东全球运筹挑战赛 城市物流运输车辆智能调度 初赛第一名
    • 2017-2018 同济大学优秀学生
    • 2018 同济大学思源奖学金
    • 2018 阿里巴巴天池未来已来—气象数据领航无人飞行器线路优化大赛初赛第一名
    • 2017.10 阿里巴巴天池智慧航空AI大赛 第一名,个人所得奖金3.2万元
    • 2017. 6 西北农林科技大学优秀毕业生(本科),西北农林科技大学优秀本科毕业论文
  • 王丹妮(博士毕业,2017-2023)
    • 2023年入职盒马鲜生
    • 2020 同济大学优秀博士生奖学金
    • 2018 京东全球运筹挑战赛 城市物流运输车辆智能调度 初赛第一名
    • 2018 同济大学融资校友会奖学金
    • 2018 阿里巴巴天池未来已来—气象数据领航无人飞行器线路优化大赛初赛第一名
    • 2017.10 阿里巴巴天池智慧航空AI大赛 第一名,个人所得奖金2.5万元
  • 张澄(硕士毕业, 2015-2018)
    • 2017 加入携程旅行网,机票运营数据分析师
    • 2016-2017 国家奖学金
    • 2016. 8 Sabre 2016年中国航空优化竞赛一等奖,奖金2万元
  • 商杰宇(硕士毕业,2018-2020)
    • 2021 加入顺丰科技
    • 2018 京东全球运筹挑战赛 城市物流运输车辆智能调度 初赛第一名
    • 2018 同济大学优秀毕业生(本科),同济大学2018届优秀本科毕业论文设计
    • 2018 阿里巴巴天池未来已来—气象数据领航无人飞行器线路优化大赛初赛第一名
    • 2017.10 阿里巴巴天池智慧航空AI大赛 第一名,个人所得奖金2.8万元
  • 黄乐(硕士毕业,2018-2020)
    • 2021年加入华为
    • 2019 全国研究生数学建模竞赛二等奖
  • 王文殊(博士在读,2018-)
    • 2019 全国研究生数学建模竞赛二等奖
    • 2018 阿里巴巴天池未来已来—气象数据领航无人飞行器线路优化大赛初赛第一名
    • 2018 大连海事大学优秀本科毕业论文
  • 苏艺(博士在读,2018-)
    • 2019 全国研究生数学建模竞赛二等奖
  • 谢可欣(博士在读2019-)
    • 2019 全国研究生数学建模竞赛二等奖
  • 郭斯琪(博士在读,2019-)
    • 2022 国家奖学金
    • 2019 全国研究生数学建模竞赛二等奖

工作背景

2016.1 --- 至今 教授,博导 同济大学,经济与管理学院

2013.9 --- 2015.12 研究员,博导 同济大学,经济与管理学院

2011.5 --- 2014.2 特聘研究员,博导 北京大学,工业工程与管理系

期刊编委

《管理科学学报》领域编委、《系统管理学报》领域编委、《中国管理科学》编委、《航空学报》青年编委

Guest Editor for Annals of Operations Research, Transportmetrica B, 管理科学

期刊审稿

  • Annals of Operations Research, Computer Networks, Computers & Operations Research, Computers & Industrial Engineering, European Journal of Operational Research, IEEE Transactions on Automatic Control, IEEE Transactions on Automation Science and Engineering, IIE Transactions, INFORMS Journal on Computing, Journal of Air Transportation Management, Journal of Applied Mathematics, Journal of Advanced Transportation, Journal of Combinatorial Optimization, Journal of Global Optimization, Journal of Operational Research Society, Journal of Scheduling, Networks, Operations Research, Optical Switching and Networking, Optimization Letters, Transportation Research Part B, Transportation Research Part C, Transportation Research Part E, Transportation Science, Transportmetrica,管理科学学报,系统管理学报,中国管理科学,航空学报

会议专区负责人

INFORMS年会专区负责人,ISERC IIE Annual Conference 年会专区负责人

合作企业

厦门航空,中国东方航空,吉祥航空,四川航空,华夏航空,顺丰航空,成都航空,圆通航空,九元航空,京东航空,中国货运航空,厦门机场,福州机场,中国国际航空公司,华为,阿里巴巴,宝钢等

2022 中国智能交通协会 技术发明奖 一等奖

2022 中国航空运输协会 民航科学技术奖 二等奖

2021 中国航空学会 科技进步奖 二等奖

2019 上海市优秀学术带头人

2018 国家杰青

2018 中国物流学术年会优秀论文奖一等奖(第二获奖人)(比率1%)

2017 天池智慧航空AI大赛第一名,奖金21万元(参赛队伍1644支,来自17个国家的学校、企业和个人)报道1报道2报道3

2017上海市曙光学者

2016 Sabre 中国航空优化竞赛第一名(指导教师)

2015 同济大学领航人才计划

2014 国家自然科学基金委员会优青

2011 新泽西州立大学工业工程系杰出学生第一名

2010 INFORMS新泽西分会学生竞赛第一名

 

关闭 微信扫一扫

X Thank you for your interest in Master of Global Management, Tongji University!