技术经济与管理系

朱文斌

职称:教授、博导

所在系:技术经济与管理系

  • 主要研究兴趣 (Main Research Interests)

    机器学习、数据挖掘:理论与模型,及其在医疗、金融、营销等领域的应用。

    运筹学:组合优化问题建模、优化算法设计。应用领域包括:机场人员排班、工厂订单组批、装箱与排样、车辆路径规划等。

    机器学习与优化的结合:用优化方法解决机器学习各环节的问题;用机器学习加速优化算法。

    博士生导师、学术硕士研究生导师(管理科学与工程)、工程硕士研究生导师(工业工程)

  • 教育经历 (Education)

    2013 香港科技大学 计算机科学博士 PhD in Computer Science Hong Kong University of Science and Technology

    2002 新加坡国立大学计算机科学一等荣誉学士 Bachelor of Computing (First Class Honors), National University of Singapore

  • 授课 (Teaching)

    大数据分析与数据挖掘 (学硕)(2020.03;2019.02;2018.02;2017.09;2016.09)

    大数据分析与数据挖掘 (同等学历)(2019.10)

    大数据营销(MBA)(2020.10;2019.08;2019.05)

    宏观经济学(全英)  Macroeconomics (delivered in English) (2019.03;2018.02;2017.02;2016.02)

    宏观经济学(中文) Macroeconomics (delivered in Chinese)  (2018.02; 2017.02; 2016.02)

    微观经济学(全英) Microeconomics (delivered in English)  (2015.09)

  • 讲座 (Talks)

     2019.12.19 博学论坛 从函数空间、优化角度看机器学习模型及潜在研究方向 (介绍ppt下载

  • 发表期刊论文 (Journal Publications)

    30. H. Nan, J.Li, W. Zhu, H. Qin, 'The multi-trip vehicle routing problem with time windows and unloading queue at depot', Transportation Research Part E, Vol 152, Aug 2021, 102370

    29. J. Li, H. Qin, R. Baldacci, W. Zhu, 'Branch-and-price-and-cut for the synchronized vehiclerouting problem with split delivery, proportional service time and multiple time windows', Transportation Research Part E, Vol 140, Aug 2020, 101955

    28. L. Wei, W. Zhu, A. Lim, Q. Liu, X. Chen, 'An adaptive selection approach for the 2D rectangle packing area minimization problem', OMEGA the International Journal of Management Science, Vol 80, Oct 2018, pp. 22-30

    27. Q. Ma, H. Song, W. Zhu, “Low-carbon airline fleet assignment: A compromise approach”, Journal of Air Transport Management, Vol 68, May 2018, pp. 86-102

    26. Z. Luo, H. Qin, W. Zhu, A. Lim, “Branch-and-price-and-cut for the split-collection vehicle routing problem with time windows and linear weight-related cost”, Transportation Science,  Vol. 51, Issue 2 (May 2017), pp.138-171

    25. Q. Hu, W. Zhu*, H Qin, A. Lim, “A Branch-and-Price Algorithm for the Two-dimensional Vector Packing Problem with Piecewise Linear Cost Function”, European Journal of Operational Research, Vol. 260, Issue 1 (1 Jul 2017), pp. 70-80

    24. Z. Luo, H. Qin, W. Zhu, A. Lim, “Branch-and-price-and-cut for the manpower routing problem with synchronization constraints”, Naval Research Logistics, Vol. 63, Issue 2 (Mar 2016), pp. 138-171

    23. W. Zhu, Z. Luo*, A. Lim, W.-C. Oon, “A fast implementation for the 2D/3D box placement problem”, Computational Optimization and Applications, Vol. 63, Issue 2 (Mar 2016), pp.585-612

    22. T. Tian, W. Zhu*, A. Lim, L. J. Wei, “The Multiple Container Loading Problem with Preference”, European Journal of Operational Research, Vol. 248, Issue 1 (Jan 2016), pp. 84-94

    21. L. Wei, H. Qin, W. Zhu*, Long Wan, “A study of perturbation operators for the pickup and delivery traveling salesman problem with LIFO or FIFO loading”, Journal of Heuristics, Vol. 21, Issue 5 (Oct 2015), pp. 617-639

    20. L. Wei, W. Zhu*, A. Lim, “A Goal-driven Prototype Column Generation Strategy for the Multiple Container Loading Cost Minimization Problem”, European Journal of Operational Research, Vol. 241, Issue 1 (16 Feb 2015), pp. 39-49

    19. B. Jin, W. Zhu, A. Lim, “Solving the Container Relocation Problem by an Improved Greedy Look-Ahead Heuristic”, European Journal of Operational Research, Vol. 240, Issue 3 (1 Feb 2015), pp. 837-847

    18. Q. Hu, A. Lim, W. Zhu*, “The two-dimensional vector packing problem with piecewise linear cost function”, OMEGA the International Journal of Management Science, Vol. 50, (Jan 2015), pp. 43-53

    17. L. Wei, T. Tian, W. Zhu, A. Lim, “A Block-based Layer Building Approach for the 2D Guillotine Strip Packing Problem”, European Journal of Operational Research, Vol. 239, Issue 1 (Nov 2014), pp. 58-69

    16. N. Wang, A. Lim, W. Zhu*, “A Multi-Round Beam Search Approach for the Single Container Loading Problem with Shipment Priority”, International Journal of Production Economics, Vol. 145, Issue 2 (Oct 2013), pp. 531-540

    15. A. Lim, H. Ma, C. Qiu, W. Zhu, “The Single Container Loading Problem with Axle Weight Constraint”, International Journal of Production Economics, Vol. 144, Issue 1 (Jul 2013), pp. 358-369

    14. Z. Luo, B. Cheang, A. Lim, W. Zhu, “An Adaptive Ejection Pool with Toggle-Rule Diversification Approach for the Capacitated Team Orienteering Problem”, European Journal of Operational Research, Vol. 229, Issue 3 (Sep 2013), pp. 673-682

    13. L. Wei, W.-C. Oon, W. B. Zhu*, A. Lim, “A Goal-driven Approach to the 2D Bin Packing and Variable-sized Bin Packing Problems”, European Journal of Operational Research, Vol. 224, Issue 1 (Jan 2013), pp. 110-121

    12. B. Cheang, X. Gao, A. Lim, H. Qin, W. Zhu, “Multiple Pickup and Delivery Traveling Salesman Problem with Last-in-first-out Loading and Distance Constraints”, European Journal on Operations Research, Vol. 223, Issue 1 (Nov 2012), pp. 60-75

    11. W. Zhu*, Z. Zhang, W.-C. Oon, A. Lim, “Space Defragmentation for Packing Problems”, European Journal of Operational Research, Vol. 222, Issue 3 (Nov 2012), pp. 452-463. Conference version in the Proceedings of Twenty-second International Joint  Conference on Artificial Intelligence (IJCAI'11), 2011, pp. 699-704

    10. W. Zhu*, W. Huang, A. Lim, “A Prototype Column Generation Strategy for the Multiple Container Loading Problem”, European Journal on Operations Research, Vol. 223, Issue 1 (Nov 2012), pp. 27-39

    09. W. Zhu*, A. Lim, “A New Iterative-Doubling Greedy-Lookahead Algorithm for the Single Container Loading Problem”, European Journal of Operational Research, Vol. 222, Issue 3 (Nov 2012), pp. 408-417

    08. W. Zhu, H. Qin, A. Lim, H.D. Zhang, “Iterative Deepening A* Algorithms for the Container Relocation Problem”, IEEE Transactions on Automation Science and Engineering, Vol. 9, Issue 4 (Oct 2012), pp. 710-722

    07. Z. Zhang, H. Qin, W. B. Zhu, A. Lim, “The Single Vehicle Routing Problem with Toll-by-Weight Scheme: a Branch and Bound Approach”, European Journal of Operational Research, Vol. 220, Issue 2 (Jul 2012), pp. 295-304

    06. L. Wei, W.-C. Oon, W. Zhu*, A. Lim, “A Reference Length Approach for the 3D Strip Packing Problem”, European Journal on Operations Research, Vol. 220, Issue 1 (Jul 2012), pp. 37-47

    05. W. Zhu*, W. -C. Oon, A. Lim, Y. Weng, “The Six Elements to Block-Building Approaches for the Single Container Loading Problem”, Applied Intelligence, Vol. 37, No. 3 (Oct 2012), pp. 431-445

    04. W. Zhu, H. Qin, A. Lim, L. Wang, “A two-stage tabu search algorithm with enhanced packing heuristics for the 3L-CVRP and M3L-CVRP”, Computers & Operations Research, Vol. 39, Issue 9 (Sep 2012), pp. 2178-2195

    03. X. Zhou, D. S. Xu, W. Zhu, “Approximation results for a min-max location-routing problem”, Discrete Applied Mathematics, Vol. 160, Issue 3 (Feb 2012), pp. 306-320

    02. L. Wei, W.-C. Oon, W. Zhu*, A. Lim, “A Skyline Heuristic for the 2D Rectangular Packing and Strip Packing Problems”, European Journal of Operational Research, Vol. 215, Issue 2 (Dec 2011), pp. 337-346

    01. C. Che, W.L. Huang, A. Lim, W. Zhu*, “The Multiple Container Loading Cost Minimization Problem”, European Journal of Operational Research, Vol. 214, Issue 3 (Nov 2011), pp. 501-511

    * 为通讯作者(Corresponding author) 17开始以华南理工大学工商管理学院为工作单位(Affiliated with SBA, SCUT since 17)

  • 科研项目 (Research Grants)

    02. 2016年1月-2018年12月,国家自然科学基金青年基金项目--基于统计预测的多集装箱装载问题优化决策研究(项目批准号:71501075),项目负责人

    Principal Investigator:Natural Science Foundation of China, “Investigation of statistical forecasting based optimization models for multiple container loading problems”, 01/2016 – 12/2018

    01. 2015-08-01至2019-07-31,广东省杰出青年科学基金--基于统计预测的机器人装箱问题的决策优化研(项目编号:2015A030306007),项目负责人

    Principal Investigator: Distinguished Young Scholar Foundation of Guangdong Province, “Investigation of statistical forecasting based optimization models for robotic packing problems”, 01/08/2015 – 31/07/2019

  • 英文主页


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