科箭AI联合实验室，助力客户智能升级
科箭与由秦虎教授领导的华中科技大学-人工智能实验室达成就AI及运筹优化算法在物流及供应链领域的应用共创的合作意向。该实验室主要研究领域包括人工智能优化算法，网络规划，车辆路径优化，智能物流，智能仓储，智能制造，数据挖掘及机器学习等，并在国内诸多知名企业中有实际案例应用。
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秦虎教授于2002年、2005年在华中科技大学人工智能与自动化学院获得学士、硕士学位，2011年在香港城市大学商学院获得博士学位，2011年加入华中科技大学管理学院，2012年11月、2017年11月分别被聘为华中科技大学副教授、教授。主要研究领域包括人工智能优化算法，网络规划，车辆路径优化，智能物流，智能仓储，智能制造，数据挖掘及机器学习等。秦教授已完成国家自科基金项目2项，正在主持1项国家自科基金面上项目，参与国家自科基金国际合作重点项目2项，国家自科基金重点项目1项，国家社科基金重大项目1项，国家科技部重点研发计划重点专项2项，国家自然科学基金创新研究群体项目1项。在英文SCI/SSCI期刊上共发表论文40余篇，其中包括INFORMS Journal On Computing（IJOC）1篇, Transportation Science （TS）3篇，European Journal of Operational Research （EJOR） 11篇， Transportation Research Part E（TRE） 4篇。自2015-2019年担任物流系统工程专业委员会委员，自2016年起担任管理系统工程学会秘书长，自2019年11月担任中国物流学会常务理事。2018年10月18日，获得京东全球运筹优化挑战赛（城市物流运输车辆智能调度）总冠军。运筹优化领域著名微信公众号“数据魔术师”的创始人和负责人，该公众号关注读者超4.1万人。秦教授积极地将学术研究成果应用到企业实践中，为企业创造价值,增强企业的竞争力，主持和完成了多个企业项目，合作单位包括华为技术有限公司，顺丰速运有限公司，美的集团，蓝月亮有限公司，广州宝洁有限公司等。
1. “快递公司干线运输中的优化问题研究”，国家自然科学基金面上项目，基金号：71971090，2019年8月16日批准，2020年1月-2023年12月，项目负责人。
2. “智能生产线虚拟重构理论与技术”，国家科技部重点研发计划重点专项，基金号：2018YFB1700600，2018年12月批准，子任务负责人。
3. “管理系统工程”，国家自然科学基金创新研究群体项目，基金号：71821001，2018年8月批准，2019年1月-2024年12月，参与人。
4. “基于大数据驱动的在线零售商的物流管理与决策的理论和方法研究”，国家自然科学基金国际(地区)合作与交流项目，基金号：71620107002，2016年8月批准，2017年1月-2021年12月，参与人。
5. “信息网络技术驱动中国制造业转型战略、路径与支撑体系研究”, 国家社会科学基金重大项目, 基金号: 16ZDA013，2016年12月批准，2017年1月 - 2021年12月，参与人。
6. “考虑协同的车辆路径优化问题研究”，国家自然科学基金面上项目，基金号：71571077, 金额：49.3，2015年8月批准，2016年1月-2019年12月，项目负责人。
7. “电动汽车运营机制设计与管理优化问题研究”，国家自然科学基金（国际合作项目），基金号：71320107001，金额：207万，2013年8月批准，2014年1月-2018年12月，参与人。
8. “社会化商务商业模式创新的理论与方法研究”，国家自然科学基金(重点项目)，基金号：71332001，金额：206万，2013年8月批准，2014年1月-2018年12月，参与人。
9. “中国航空乘务员调度优化问题研究”, 华中科技大学自主创新研究基金，基金号：2014QN206，金额：4万，2014年3月批准，2014年6月 - 2015年12月，项目负责人。
10. “计重收费策略下的复杂车辆路径问题研究”，国家自然科学基金（青年项目），基金号：71201065，金额：21万，2012年8月批准，2013年1月-2015年12月，项目负责人。
11. “货物拼箱和装箱问题研究”，华中科技大学自主创新研究基金，基金号：2012QN213，金额：5万，2012年4月批准，2012年5月 - 2013年12月，项目负责人。
智能物流
1. “A Simulation Based Meta-heuristic Approach for the Inbound Container Housekeeping Problem in the Automatic Containe Terminals ”， Hu Qin, Xinxin Su, Guoxin Li, Xin Jin, Mingzhu Yu, Transportation Research Part E, March 2020, submitted.
2. "A Review on the Electric Vehicle Routing Problems: Variants and Algorithms", Hu Qin, Xinxin Su, Teng Ren, Zhixing Luo*, Frontiers of Engineering Management, March 2020, submitted.
3. “An Exact Algorithm for the Multi-Period Inspector Scheduling Problem”, Huaxiao Shen, Shengnan Shu, Hu Qin, Qinghua Wu, Computers & Industrial Engineering, February 2020, minor revision.
4. "Branch-and-Price-and-Cut for the Synchronized Vehicle Routing Problem with Split Delivery, Proportional Service Time and Multiple Time Windows", Jiliu Li (my Ph.D. student), Hu Qin*, Roberto Baldacci, Wenbin Zhu,Transportation Research Part E, February 2020, minor revision.
5. “Planning of Garbage Collection Service: An Arc-Routing Problem With Time-Dependent Penalty Cost", Xin Jin (my Ph.D. student), Hu Qin, Zizhen Zhang*, MengChu Zhou, Jiahai Wang, IEEE Transactions on Intelligent Transportation Systems, February 2020, accepted.
6. "Multi-objective Optimization for the Vehicle Routing Problem with Outsourcing and Profit Balancing", Zizhen Zhang, Hu Qin, Yanzhi Li*， IEEE Transactions on Intelligent Transportation Systems, Forthcoming, 31 March 2019.
7. "The Split-Delivery Mixed Capacitated Arc-Routing Problem: Applications and a Forest-based Tabu Search Approach", Mingzhu Yu, Xin Jin (my Ph.D. student), Zizhen Zhang∗, Hu Qin, Qidong Lai, Transportation Research Part E, Volume 132, December 2019, Pages 141-162.
8. “The Unilateral Transportation Problem”, Jiliu Li (my Ph.D. student), Hu Qin, Huaxiao Shen* and Kwok Leung Tsui, Transportation Research Part E, Volume 132, December 2019, Pages 1-29.
9. "Exact Algorithms for the Vehicle Routing Problem with Time Windows and Combinatorial Auction", Zhenzhen Zhang, Zhixing Luo*, Hu Qin and Andrew Lim, Transportation Science, Volume 53, Issue 2, March-April 2019, Pages 319 – 622.
10. "A Branch-and-cut Algorithm for the Two-echelon Capacitated Vehicle Routing Problem with Grouping Constraints", Tian Liu, Zhixing Luo*, Hu Qin and Andrew Lim, European Journal of Operational Research, Volume 266, Issue 2, 16 April 2018, Pages 487-497.
11. "Manpower Allocation and Vehicle Routing Problem in Non-emergency Ambulance Transfer Service", Zizhen Zhang, Hu Qin, Kai Wang*, Huang He and Tian Liu, Transportation Research Part E, Volume 106, October 2017, Pages 45-59.
12. "A Branch-and-Price Algorithm for the Two-dimensional Vector Packing Problem with Piecewise Linear Cost Function", Qian Hu, Wenbin Zhu*, Hu Qin and Andrew Lim, European Journal of Operational Research, Volume 260, Issue 1, 1 July 2017, Pages 70-80.
13. "Branch-and-price-and-cut for the Split-delivery Vehicle Routing Problem with Time Windows and Linear Weight-related Cost", Zhixing Luo, Hu Qin*, Wenbin Zhu and Andrew Lim, Transportation Science, Volume 51, Issue 2, May 2017, Pages 668-687.
14. "Pickup and Delivery Service with Manpower Planning in Hong Kong Public Hospitals", Andrew Lim, Zhenzhen Zhang* and Hu Qin, Transportation Science, Volume 51, Issue 2, May 2017, Pages 688-705.
15. "Branch-and-Price-and-Cut for the Manpower Routing Problem with Synchronization Constraints", Zhixing Luo, Hu Qin*, Wenbin Zhu and "Andrew Lim, Naval Research Logistics, Volume 63, Issue 2, March 2016, Pages 138 - 171.
16. "An Efficient Intelligent Search Algorithm for the Two-dimensional Rectangular Strip Packing Problem", Lijun Wei, Hu Qin*, Brenda Cheang and Xianhao Xu, International Transactions in Operational Research, Volume 23, Issue 1-2, January-March, 2016, Pages 65 - 92.
17. "Adaptive Large Neighborhood Search Heuristics for the Vehicle Routing Problem with Stochastic Demands and Weight-related Cost", Zhizing Luo, Hu Qin*, Dezhi Zhang and Andrew Lim,Transportation Research Part E, Volume 85, January 2016, Pages 69 - 89.
18. "A Study of Perturbation Operators for the Pickup and Delivery Traveling Salesman Problem with LIFO or FIFO Loading", Lijun Wei, Hu Qin, Wenbin Zhu, Long Wan, Journal of Heuristics, Volume 21, Issue 5, October 2015, Pages 617-639.
19. "A Tabu Search Algorithm for the Multi-period Inspector Scheduling Problem", Hu Qin, Wei Ming, Zizhen Zhang*, Yubin Xie, Andrew Lim,Computers & Operations Research, Volume 59, July 2015, Pages 78–93.
20. "On Service Consistency in Multi-period Vehicle Routing", Zhixing Luo, Hu Qin*, Andrew Lim, Chanhou Che, European Journal of Operational Research, Volume 243, Issue 3, 16 June 2015, Pages 731–744.
21. "Branch-and-Price-and-Cut for the Multiple Traveling Repairman Problem with Distance Constraints", Zhixin Luo, Hu Qin*, Lim Andrew, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 49–60.
22. "The Freight Consolidation and Containerization Problem", Hu Qin, Andrew Lim and Zizhen Zhang*, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 37–48.
23. "A Memetic Algorithm for the Capacitated m-Ring-Star Problem", Zizhen Zhang, Hu Qin and Andrew Lim, Applied Intelligence, Volume 40, Issue 2, 2014, Pages 305 - 321.
24. "A Memetic Algorithm for the Multiperiod Vehicle Routing Problem with Profit", Zizhen Zhang, Oscar Che, Brenda Cheang, Andrew Lim, Hu Qin*,European Journal of Operational Research, Volume 229, Issue 3, 16 September 2013, Pages 573–584.
25. "Multiple Pickup and Delivery Traveling Salesman Problem with Last-in-first-out Loading and Distance Constraints", Brenda Cheung, Xiang Gao, Andrew Lim, Hu Qin* and Wenbin Zhu, European Journal of Operational Research, Volume 223, Issue 1, 16 November 2012, Pages 60-75.
26. "Iterative Deepening A* Algorithms for the Container Relocation Problem", Zhu, Wenbin, Qin, Hu*, Lim, Andrew and Zhang, Huidong, IEEE Transactions on Automation Science and Engineering, Volume 9, Issue 4, October 2012, Pages 710-722.
27. “A Two-stage Tabu Search Algorithm with Enhanced Packing Heuristics for the 3L-CVRP and M3L-CVRP”, Wenbin Zhu, Hu Qin*, Andrew Lim and Lei Wang, Computers & Operations Research, Volume 39, Issue 9, September 2012, Pages 2178 - 2195.
28. "The Freight Allocation Problem with All-units Quantity-based Discount: A heuristic algorithm", Hu Qin, Meifeng Luo*, Xiang Gao and Andrew Lim, Omega—The International Journal of Management Science, Volume 40, Issue 4, August 2012, Pages 415-423.
29. "The Single Vehicle Routing Problem with Toll-by-Weight Scheme: a Branch and Bound Approach", Zizhen Zhang, Hu Qin*, Wenbin Zhu, Andrew Lim, European Journal of Operational Research, Volume 220, Issue 2, 16 July 2012, Pages 295–304 .
30. "The Freight Allocation Problem with Lane Cost Balancing Constraint” Andrew Lim, Hu Qin* and Zhou Xu, European Journal of Operational Research, Volume 217, Issue 1, 16 February 2012, Pages 26-35.
31. "The Tree Representation forthe Pickup and Delivery Traveling Salesman Problem with LIFO Loading",Yongquan Li, Andrew Lim, Wee-Chong Oon, Hu Qin*, Dejian Tu,European Journalof Operational Research, Volume 212, Issue 3, 1 August 2011,Pages 482-496.
智能制造
1. "Coordinated Scheduling of Production and Transportation in a Two-Stage Assembly Flowshop", K. WANG, W.Q MA, H. LUO, Hu QIN, International Journal of Production Research, Volume 54, Issue 22，2016, Pages 6891 - 6911.
2. "A Fuzzy Logic-based Hybrid Estimation of Distribution Algorithm for Distributed Permutation Flowshop Scheduling Problems Under Machine Breakdown", Kai Wang, Yun Huang and Hu Qin, Journal of the Operational Research Society, Volume 67,Issue 1, 2016, Pages 68 - 82.
3. "An Estimation of Distribution Algorithm for Hybrid Flow Shop Scheduling under Stochastic Processing Times", Kai Wang*; S.H., Choi and Hu Qin,International Journal of Production Research, Volume 52, Issue 24, 2014, Pages 7360–7376.
4. “A Cluster-based Scheduling Model Using SPT and SA for Dynamic Hybrid Flow Shop Problems”, Kai Wang, Shiu Hong Choi, Hu Qin, Yun Huang, The International Journal of Advanced Manufacturing Technology, Volume 67, Issue 9-12, August 2013, Pages 2243-2258.
智能仓储
1. "Orders to workstations assignment rules in robotic sorting systems", Bipan Zou, Shuang Xiao, Hu Qin*, International Journal of Production Research, submitted, March 2020.
2. "Travel Time Analysis of the Dual Command Cycle in the Split-platform AS/RS with I/O Dwell Point Policy", Tian Liu, Xianhao Xu, Hu Qin and Andrew Lim, Flexible Services and Manufacturing Journal, Volume 28, Issue 3, September 2016, Pages 442-460.
其他
1. “Collaborative Scheduling of Distributed Operating Rooms”,Kai Wang, Yun Huang, Chunxia Yu, Hu Qin, Mengwen Luo，Swarm and Evolutionary Computation，December 2019, major revision.
2. "A Branch-and-Price-and-Cut Algorithm for the Cable Routing Problem in Solar Power Plants", Zhixing Luo, Hu Qin, T.C.E. Cheng, Qinghua Wu*, Andrew Lim, Submitted to INFORMS Journal On Computing, forthcoming, August 2019.
3. "An Enhanced Branch-and-bound Algorithm for the Talent Scheduling Problem", Hu Qin, Zizhen Zhang∗, Andrew Lim, Xiaocong Liang, European Journal of Operational Research, Volume 250, Issue 2, 16 April 2016, Pages 412 - 426.
4. "A Tabu Search Algorithm for the Power System Islanding Problem", Fei Tang , Huizhi Zhou, QinghuaWu*, Hu Qin, Jun Jia and Ke Guo, Energies, Volume 8, Issue 10, 2015, Pages 11315 - 11341.
5. "Example-based Learning Particle Swarm Optimization for Continuous Optimization", Han Huang*, Hu Qin, Zhifeng Hao and Andrew Lim,Information Sciences, Volume 182, Issue 1, 1 January 2012, Pages 125-138.
发表或接受的会议论文
1. “Forest-based Tabu Search to the Split-delivery Capacitated Arc-routing Problem”，Qidong Lai , Zizhen Zhang, Xin Jin, Hu Qin, 2018 IEEE 14th International Conference on Automation Science and Engineering (CASE), 20-24 Aug. 2018 Munich, Germany.
2. "An Efficient Forest-based Tabu Search Algorithm for the Split-delivery Vehicle Routing Problem", Zizhen Zhang, Huang He, Zhixing Luo, Hu Qin and Songshan Guo, the Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI-15), January 25–30, 2015 Austin, Texas, USA.
3. "A Tree-based Tabu Search for the Manpower Allocation Problem with Time Windows and Job-Teaming Constraints", Yilin Cai, Zizhen Zhang, Songshan Guo, Hu Qin, Andrew Lim, 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013), August 3-9, 2013, Beijing, China.
4. "The Tree Representation of Feasible Solutions for the TSP with Pickup and Delivery and LIFO Loading", Dejian Tu, Songshan Guo, Hu Qin, Wee-Chong Oon, Andrew Lim, the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI-10), July 11–15, 2010 in Atlanta, Georgia, USA).
发表或接受的中文期刊论文
1. 相容性约束的车辆路径问题及其混合蚁群算法，余良，秦虎*，重庆师范大学学报(自然科学版)，2018年，第35卷，第2期，页码1-9。
2. 禁忌搜索算法求解带时间窗和多配送人员的车辆路径问，苏欣欣，秦虎*，王恺，重庆师范大学学报(自然科学版)，2020年，第37卷，第1期，页码22-30。
1. 本科生课程《运筹学I》
2. 学术型硕士生课程《最优化理论与方法》，《运筹学II》
3. MBA课程《优化方法企业实践》
4. 博士生课程《管理优化决策》
罗志兴副教授于2010年在华南理工大学计算机科学与工程学院获得学士学位，2014年在香港城市大学商学院获得博士学位，2014年加入南京大学工程管理学院，2017年被聘为南京大学副教授。主要研究领域包括人工智能优化算法，网络规划，车辆路径优化，智能物流，智能仓储，智能制造等。已完成国家自然科学基金项目1项，参与国家自然科学基金重点项目和国家社会科学基金重点项目各1项。在英文SCI/SSCI期刊上共发表论文16篇，其中包括INFORMS Journal On Computing（IJOC）2篇, Transportation Science （TS）4篇，European Journal of Operational Research （EJOR） 5篇。2018年10月18日，获得京东全球运筹优化挑战赛（城市物流运输车辆智能调度）总冠军。
1. “电子商务企业物流配送车辆调度研究”，国家自然科学基金（青年）项目，基金号：71501091, 2015年8月16日批准，2016年1月 - 2018年12月，项目负责人。
2. “考虑协同的车辆路径优化问题研究”，国家自然科学基金面上项目，基金号：71571077, 2015年8月批准，2016年1月-2019年12月，参与人。
3. “运输服务联合采购问题的研究”，国家自然科学基金面上项目，基金号： 71501094， 2015年8月批准，2016年1月-2019年12月，参与人。
4. “基于内部损失时间的商业银行操作风险动因机理、量化建模及动态控制研究”，国家自然科学基金面上项目，基金号：71671083，2016年8月批准， 2017年1月-2020年12月，参与人。
5. “大数据背景下项目管理理论与模式研究”，国家自然科学基金重点项目，基金号：71732003，2017年8月批准， 2018年1月-2022年12月，参与人。
6. “大型光伏电站设计中的分区优化、设施选址和布线优化问题研究”，国家自然科学基金面上项目，基金号：71771099，2017年8月批准， 2018年1月-2021年12月，参与人。
1. "A Branch-and-Price-and-Cut Algorithm for the Cable Routing Problem in Solar Power Plants", Zhixing Luo, Hu Qin, T.C.E. Cheng, Qinghua Wu*, Andrew Lim, Submitted to INFORMS Journal On Computing, accepted, August 2019.
2. “A Branch-and-price-and-cut Algorithm for a Pickup and Delivery Problem in Retailing”, Chongshou Li, Lijun Gong, Zhixing Luo*, and Andrew Lim, Omega, Volume 89, December 2019, Pages 71-91.
3. “A New Branch-and-price-and-cut Algorithm for One-dimensional Bin Packing Problems”, Lijun Wei, Zhixing Luo*, Roberto Baldacci and Andrew Lim, , INFORMS Journal on Computing，accepted, 2018.
4. “Exact Algorithms for the Vehicle Routing Problem with Time Windows and Combinatorial Auction”, Zhenzhen Zhang, Zhixing Luo, Hu Qin and Andrew Lim, Transportation Science, Volume 53, Issue 2, March-April 2019, Pages 427-441.
5. “A Branch-and-cut Algorithm for the Two-echelon Capacitated Vehicle Routing Problem with Grouping Constraints”, Tian Liu, Zhixing Luo*, Hu Qin and Andrew Lim. . European Journal of Operational Research, Volume 266, Issue 2, 16 April 2018, Pages 487-497.
6. “A Two-phase Branch-and-price-and-cut for a Dial-a-ride Problem in Patient Transportation”, Zhixing Luo, Mengyang Liu and Andrew Lim. Transportation Science, Volume 53, Issue 1, January-February 2019, Pages 113-130.
7. “Branch-and-price-and-cut for the Split-delivery Vehicle Routing Problem with Time Windows and Linear Weight-related Cost”, Zhixing Luo, Hu Qin*, Wenbin Zhu and Andrew Lim, . Transportation Science, Volume 51, Issue 2, May 2017, 668-687.
8. “Branch-and-price-and-cut for the Manpower Routing Problem with Synchronization Constraints”, Zhixing Luo, Hu Qin, Wenbin Zhu and Andrew Lim, Naval Research Logistics, Volume 63, Issue 2, March 2016, Pages 138-171.
9. "Adaptive Large Neighborhood Search Heuristics for the Vehicle Routing Problem with Stochastic Demands and Weight-related Cost", Zhizing Luo, Hu Qin*, Dezhi Zhang and Andrew Lim,Transportation Research Part E, Volume 85, January 2016, Pages 69 - 89.
10. “Exact Approaches for the Pickup and Delivery Problem with Loading Cost”, Li Xue, Zhixing Luo*and Andrew Lim, Omega, Volume 59, Part B, March 2016, Pages 131-145.
11. “A Fast Implementation for the 2D/3D Box Placement Problem”, Wenbin Zhu, Zhixing Luo*, Andrew Lim and Wee-Chong Oon, Computational Optimization and Applications, Volume63, Issue 2, 2016, Pages 585-612.
12. “A Branch-and-cut Algorithm for a Realistic Dial-a-ride Problem”, Mengyang Liu, Zhixing Luo* and Andrew Lim, Transportation Research Part B: Methodological, Volume 81, Part 1, November 2015, Pages 267-288.
13. "On Service Consistency in Multi-period Vehicle Routing”, Zhixing Luo, Hu Qin*, Andrew Lim, Chanhou Che, European Journal of Operational Research, Volume 243, Issue 3, 16 June 2015, Pages 731–744.
14. “Two Exact Algorithms for the Traveling Umpire Problem”, Li Xue, Zhixing Luo* and Andrew Lim, European Journal of Operational Research,Volume 243, Issue 3, 16 June 2015, Pages 932-943.
15. "Branch-and-Price-and-Cut for the Multiple Traveling Repairman Problem with Distance Constraints", Zhixin Luo, Hu Qin*, Lim Andrew, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 49–60.
16. “An Adaptive Ejection Pool with Toggle-rule Diversification Approach for the Capacitated Team Orienteering Problem.”, Zhixing Luo, Andrew Lim and Wenbin Zhu, European Journal of Operational Research,Volume 229, Issue 3, 16 September 2013, Pages 673-682.
张子臻，中山大学数据科学与计算机学院副教授。分别于2007年与2009年在中山大学计算机科学系获得学士与硕士学位，2014年在香港城市大学商学院获得博士学位，同年在香港科技大学工业工程与物流管理系短期访问，之后加入中山大学数据科学与计算机学院，2017年公派赴美国新泽西理工大学电子与计算机工程系访问一年。主要研究方向为智能优化算法、深度强化学习、决策优化与调度、智能交通物流运输。主持了国家自然科学基金项目1项，广东省自然科学基金项目3项及多项企业委托课题。在国际知名期刊与会议发表论文50余篇，其中SCI期刊论文近30篇，包括IEEE Transactions on Automation Science and Engineering（IEEE TASE）2篇、IEEE Transactions on Intelligent Transportation Systems（IEEE TITS）3篇、Transportation Research Part B&E 4篇、IEEE Transactions on Systems, Man and Cybernetics: Systems（IEEE TSMC）5篇。自2019年起担任广东省计算机学会普及工作委员会秘书长与宣传媒体工作委员会委员。自2014年起担任中山大学ACM/ICPC国际大学生程序设计竞赛教练，指导学生多次获得ACM/ICPC全球总决赛奖项，多名学生毕业后就职于Google等大型IT企业。
1. “带稳定性约束的港口船舶调度问题研究”，国家自然科学基金青年项目，基金号：71601191，2017-01至2019-12，项目负责人。
2. “基于超算的复杂路径并行优化算法”，广东省自然科学基金-面上项目，基金号：2019A1515011169，2019-10至2022-9，项目负责人。
3. “基于多目标规划的大规模航空人员调度问题及算法研究”，广东省自然科学基金-面上项目，基金号：2016A030313264，2016-01至2018-12，项目负责人。
4. “考虑人员因素的车辆路径规划问题研究”，广东省自然科学基金-博士启动，基金号：2014A030310312，2015-01至2018-01，项目负责人。
5. “计重收费策略下的车辆智能调度研究”，中央高校基本科研业务费，15lgpy37，2015-01至2016-12，项目负责人。
6. “基于自主分布式数据库的大数据内存计算技术研发及应用”，2015年度广东省前沿与关键技术创新专项资金（重大科技专项），2015B010108001，参与人。
7. “深度学习支持的政府治理大数据分析与预测关键技术研究”，2017年NSFC-广东联合基金，U1711262，参与人。
1. "Planning of Garbage Collection Service: An Arc-Routing Problem With Time-Dependent Penalty Cost", Xin Jin, Hu Qin, Zizhen Zhang*, MengChu Zhou, Jiahai Wang. IEEE Transactions on Intelligent Transportation Systems, forthcoming, DOI: 10.1109/TITS.2020.2973806.
2. "Multi-objective optimization for the vehicle routing problem with outsourcing and profit balancing", Zizhen Zhang, Yanzhi Li, Hu Qin. IEEE Transactions on Intelligent Transportation Systems, forthcoming, DOI: 10.1109/TITS.2019.2910274.
3. "Enhanced Branch-and-Bound Framework for a Class of Sequencing Problems", Zizhen Zhang, Luyao Teng, MengChu Zhou, Jiahai Wang, Hua Wang. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2019.2916202.
4. "Multiobjective Multiple Neighborhood Search Algorithms for Multiobjective Fleet Size and Mix Location-Routing Problem With Time Windows", Jiahai Wang, Liangsheng Yuan, Zizhen Zhang, Shangce Gao, Yuyan Sun, Yalan Zhou. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2019.2912194.
5. "Construction-based Optimization Approaches to Airline Crew Rostering Problems", Zizhen Zhang, Mengchu Zhou, JiahaiWang. IEEE Transactions on Automation Science and Engineering, forthcoming, DOI: 10.1109/TASE.2019.2955988.
6. "A hybrid multiobjective memetic algorithm for multiobjective periodic vehicle routing problem with time windows", Jiahai Wang, Wenbin Ren, Zizhen Zhang, Han Huang, Yuren Zhou. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2018.2861879.
7. "Cooperative evolutionary framework with focused search for many-objective optimization", Jiahai Wang, Binzhong Cen, Shangce Gao, Zizhen Zhang, Yuren Zhou. IEEE Transactions on Emerging Topics in Computational Intelligence, forthcoming, DOI: 10.1109/TETCI.2018.2849380.
8. "Tri-goal evolutionary framework for constrained many-objective optimization", Yalan Zhou, Min Zhu, Jiahai Wang, Zizhen Zhang, Yi Xiang, Jun Zhang. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2018.2858843.
9. "The Split-Delivery Mixed Capacitated Arc-Routing Problem: Applications and a Forest-based Tabu Search Approach", Mingzhu Yu, Xin Jin, Zizhen Zhang*, Hu Qin, Qidong Lai. Transportation Research Part E, Volume 132, Pages 141-162, 2019.
10. "Timetable optimization for regenerative energy utilization in subway systems", Hongjie Liu, Mengchu Zhou, Xiwang Guo, Zizhen Zhang, Bin Ning, Tao Tang. IEEE Transactions on Intelligent Transportation Systems, Volume 20, Issue 9, Pages 3247-3257, September 2019.
11. "GMMA: GPU-based multiobjective memetic algorithms for vehicle routing problem with route balancing", Zizhen Zhang, Yuyan Sun, Hong Xie, Yi Teng, Jiahai Wang. Applied Intelligence, Volume 49, Issue 1, Pages 63-78, Jan 2019.
12. "The quay crane scheduling problem with stability constraints", Zizhen Zhang, Ming Liu, Chung-Yee Lee, Jiahai Wang. IEEE Transactions on Automation Science and Engineering, Volume 15, Issue 3, Pages 1399-1412, July 2018.
13. "Manpower allocation and vehicle routing problem in non-emergency ambulance transfer service", Zizhen Zhang, Hu Qin, Kai Wang, Huang He, Tian Liu. Transportation Research Part E, Volume 106, Pages 45-59, 2017.
14. "A feasibility-based heuristic for the container pre-marshalling problem", NingWang, Bo Jin, Zizhen Zhang, Andrew Lim. European Journal of Operational Research, Volume 256, Pages 90-101, 2017.
15. "Multiobjective approaches for the ship stowage planning problem considering ship stability and container rehandles", Zizhen Zhang, Chung-Yee Lee. IEEE Transaction on Systems, Man, and Cybernetics: Systems, Volume 46, Issue 10, Pages 1374-1389, October 2016.
16. "Bi-objective optimization for the container terminal integrated planning", Ming Liu, Chung-Yee Lee, Zizhen Zhang, Chengbin Chu, Transportation Research Part B, Volume 93, Pages 720 - 749, June 2016.
17. "An enhanced branch-and-bound algorithm for the talent scheduling problem", Hu Qin, Zizhen Zhang*, Andrew Lim, Xiaocong Liang. European Journal of Operational Research, Volume 250, Issue 2, Pages 412-426, April 2016.
18. "Multiobjective local search for community detection in networks", Yalan Zhou, Jiahai Wang, Ningbo Luo, Zizhen Zhang. Soft Computing, Volume 20, Pages 3273-3282, 2016.
19. "A polynomial-time heuristic for the quay crane double-cycling problem with internal reshuffing operations", Ming Liu, Feng Chu, Zizhen Zhang*, Chengbin Chu. Transportation Research Part E, Volume 81, Pages 5274, September 2015.
20. "A tabu search algorithm for the inspector scheduling problem", Hu Qin, Wei Ming, Zizhen Zhang*, Yubin Xie, Andrew Lim. Computers & Operations Research, Volume 59, Pages 7893, July 2015.
21. "A memetic algorithm for the capacitated m-ring-star problem", Zizhen Zhang, Hu Qin, Andrew Lim. Applied Intelligence, Volume 40, Issue 2, Pages 305-321, March 2014.
22. "The freight consolidation and containerization problem", Hu Qin, Zizhen Zhang*, Andrew Lim. European Journal of Operational Research, Volume 234, Issue 1, Pages 37-48, April 2014.
23. "A memetic algorithm for the multiperiod vehicle routing problem with profit", Zizhen Zhang, Chan Hou Che, Brenda Cheang, Andrew Lim, Hu Qin. European Journal of Operational Research, Volume 229, Issue 3, Pages 573584, September 2013.
24. "The single vehicle routing problem with toll-by-weight scheme: a branch-and-bound approach", Zizhen Zhang, Hu Qin, Andrew Lim, Wenbin Zhu. European Journal of Operational Research, Volume 220, Issue 2, Pages 295304, July 2012.
25. "Solving Multitrip Pickup and Delivery Problem With Time Windows and Manpower Planning Using Multiobjective Algorithms", JiahaiWang, Yuyan Sun, Zizhen Zhang*, Shangce Gao. IEEE/CAA Journal of Automatica Sinica, minor revision.
26. "Information Transparency and Government Advice within an Agricultural Supply Chain", Mingzhu Yu, Qi Wang, Zelong Yi, Zizhen Zhang. International Journal of Production Research, minor revision.
王恺教授于2002年、2005年在华中科技大学人工智能与自动化学院获得学士、硕士学位，2010年在香港大学工业及制造系统工程系获得博士学位，2011年加入武汉大学经济与管理学院，2018年11月被聘为武汉大学教授，2019年4月被聘为武汉大学健康经济与管理研究中心特聘研究员。目前担任国家自然科学基金管理科学部、信息科学部通讯评审专家和“十三五”国家重点图书《排序与调度丛书》评审专家。近年来主要从事复杂生产系统和医疗服务系统的调度优化研究，涉及生产计划与调度、生产与运输协同调度、手术室计划与调度、救护车路径优化、体检排队优化、家庭医疗服务管理等。王恺教授已完成国家自科基金项目1项，教育部项目2项，正在主持国家自科基金面上项目1项，参与国家自科基金重点项目1项，国家社科基金重大项目1项，国家自科基金面上项目1项。在IEEE Transactions on Systems, Man, and Cybernetics: Systems, Computers & Operations Research，Computers & Industrial Engineering, International Journal of Production Research，Transportation Research Part E: Logistics and Transportation Review, Journal of the Operational Research Society等英文SCI/SSCI期刊上发表论文近20篇。出版独著学术专著一部，获湖北省社会科学优秀成果二等奖。王恺教授积极运用专业知识主持或参与企业咨询项目，帮助企业解决运营管理中的问题，合作企业主要包括铁道第三勘察设计院集团、广东能源集团有限公司、国网湖北省电力有限公司、武汉新港管理委员会等。
1. “云制造环境下的流程工业企业协同调度研究”，湖北省自然科学基金面上项目，基金号：2019CFB48,2019年6月批准，2020年1月-2021年12月，项目负责人。
2. “集装箱码头前沿区域的集成调度及碳税对港区碳排放的影响研究”，国家自然科学基金面上项目，基金号：71771180, 2017年8月批准，2018年1月-2021年12月，参与人。
3. “非常规突发事件下多医院手术室联合计划与调度研究”，国家自然科学基金面上项目，基金号：71671131，2016年8月批准，2017年1月-2020年12月，项目负责人。
4. “湖北省高端装备制造业创新管理研究——基于项目管理的视角”，湖北省软科学项目，基金号：2016ADC071,2016年11月批准，2017年1月-2018年12月，项目负责人。
5. “不确定条件下基于分群策略的柔性 Flow Shop 调度问题研究”，国家自然科学基金青年项目，基金号：71301124，2013年8月批准，2014年1月-2016年12月，项目负责人。
6. “不确定环境下基于分布估计算法的调度方法研究”，教育部人文社会科学青年基金项目，基金号：13YJC630165，2013年6月批准，2014年1月-2016年12月，项目负责人。
7. “复杂生产环境下面向节能的柔性流水车间调度研究”，教育部博士点新教师基金项目，基金号：20130141120071,2013年6月批准，2014年1月-2016年12月，项目负责人。
8. “复杂不确定性多主体多目标合作博弈与协商谈判的合作机制合作模式”，国家自然科学基金重点项目，基金号：71231007,2012年8月批准，2013年1月-2017年12月，子课题负责人。
智能制造
1. "Synchronized Scheduling of Make to Order Plant and Cross-Docking Warehouse", Hao Luo, Xuan Yang., Kai Wang*, Computers & Industrial Engineering, Volume 138, December 2019, 106108.
2. "Permutation Flow Shop Scheduling With Batch Delivery to Multiple Customers in Supply Chains", Kai Wang, Hao Luo, Feng Liu*, Xiaohang Yue, IEEE Transactions on Systems, Man, and Cybernetics: Systems, Volume 48, Issue 10, October 2018, Pages 1826-1837.
3. "Coordinated Scheduling of Production and Transportation in a Two-Stage Assembly Flowshop", Kai Wang, Wenqiong Ma, Hao Luo*, Hu Qin, International Journal of Production Research, Volume 54, Issue 22, November 2016, Pages 6891-6911.
4. "A fuzzy logic-based hybrid estimation of distribution algorithm for distributed permutation flowshop scheduling problems under machine breakdown", Kai Wang, Yun Huang*, Hu Qin, Journal of the Operational Research Society, Volume 67, January 2016, Pages 68-82.
5. "A hybrid estimation of distribution algorithm for simulation-based scheduling in a stochastic permutation flowshop", Kai Wang*, Shiu Hong Choi, Haili Lu, Computers & Industrial Engineering, Volume 90, December 2015, Pages 186-196.
6. "An Estimation of Distribution Algorithm for Hybrid Flow Shop Scheduling under Stochastic Processing Times", Kai Wang*, Shiu Hong Choi, Hu Qin, International Journal of Production Research, Volume 52, Issue 24, December 2014, Pages 7360-7376.
7. "A Holonic Approach to Flexible Flow Shop Scheduling under Stochastic Processing Times", Kai Wang, Shiu Hong Choi*, Computers & Operations Research, Volume 43, March 2014, Pages 157-168.
8. "A Cluster-Based Scheduling Model Using SPT and SA for Dynamic Hybrid Flow Shop Problems", Kai Wang*, Shiu Hong Choi, Hu Qin, Yun Huang, International Journal of Advanced Manufacturing Technology, Volume 67, Issue 9-12, August 2013, Pages 2243-2258.
9. "A Decomposition-Based Approach to Flexible Flow Shop Scheduling under Machine Breakdown", Kai Wang, Shiu Hong Choi*, International Journal of Production Research, Volume 50, Issue 1, January 2012, Pages 215-234.
医疗服务管理
1. "Manpower Allocation and Vehicle Routing Problem in Non-emergency Ambulance Transfer Service", Zizhen Zhang, Hu Qin, Kai Wang*, Huang He and Tian Liu, Transportation Research Part E: Logistics and Transportation Review, Volume 106, October 2017, Pages 45-59.
供应链管理
1. "A Group Decision Making Sustainable Supplier Selection Approach using Extended TOPSIS under Interval-Valued Pythagorean Fuzzy Environment", Chunxia Yu, Yifan Shao, Kai Wang*, Luping Zhang, Expert Systems with Applications, Volume 121, May 2019, Pages 1-17.
2. "Green supply chain coordination with greenhouse gases emissions management: a game-theoretic approach", Yun Huang, Kai Wang*, Ting Zhang, Chuan Pang, Journal of Cleaner Production, Volume 114, January 2016, Pages 2004-2014.
1. 本科生课程《统计学》
2. 学术型硕士生课程《工业工程专题》，《商务统计》