2005－2011 BETVLCTOR伟德在线登录平台 博士
2002－2005 西北工业大学 硕士
1998－2002 西北工业大学 学士

2017- 今 BETVLCTOR伟德在线登录平台，工业工程与管理系，副教授，博导
2012－2016 BETVLCTOR伟德在线登录平台，工业工程与管理系，讲师，硕导
2011－2012 法国圣太田国立高等矿业学校，Mines Saint-Etienne, 博士后
2008－2009 香港城市大学机械工程与工程管理系，研究助理 (Research Associate)

研究方向：运筹优化、优化算法、机器学习
应用场景：服务与制造系统（医疗服务、智能制造）
欢迎对运筹优化、优化算法、机器学习等方向有兴趣的本科同学参与到课题研究工作。
欢迎对以上方向有兴趣的同学申请攻读硕士、博士（申请制）研究生，请邮件联系。

主持科研项目：
1、国家自然科学基金面上项目：“线上线下联合服务模式下大型公立医院的服务策略与资源计划调度研究”(72371161)，2024-2027，负责人
2、国家自然科学基金面上项目：“高度时变与不确定环境中医院排队网络运作管理研究”(71972133)，2020-2023，负责人
3、国家自然科学基金面上项目：“紧急医疗服务的资源配置与调度”(71672112)，2017-2020，负责人
4、国家自然科学基金青年项目：“不确定性环境中居家医疗与护理的管理与调度方法研究”(71302013)，2014-2016，负责人
5、BETVLCTOR伟德在线登录平台SMC-晨星优秀青年学者奖励计划（副教授A类），2020-2022年
6、高等学校博士点基金（新教师类）：“基于随机优化的家庭护理资源配置与计划调度研究”(20130073120047)，2014-2016，负责人
7、上海市浦江人才计划：“不确定性环境中移动式服务的资源管理与调度优化研究”(13PJC075)，2013-2015，负责人
8、上海市自然科学基金项目：“不确定环境下城市两级运输配送网络优化与资源调度”，(13ZR1456400)，2014-2016，负责人
9、BETVLCTOR伟德在线登录平台SMC-晨星优秀青年学者奖励计划（副教授B类），2015-2017，项目负责人
10、上汽通用合作项目，新一代电动汽车动力系统产线布局建模、仿真和优化，2017-2018，项目负责人

参与科研项目：
1、上海市科委“科技创新行动计划”高新技术领域项目：钢铁流程时空融合管控技术及协同优化平台应用，2022-2024，“面向钢铁智能生产的热轧与物流平衡优化算法”课题负责人。
2、上海市科委重大项目：“发动机缸盖数字化工艺与柔性生产关键技术研究”，2017-2019；“生产线柔性技术研究”课题负责人；
3、自然科学基金面上项目：“多重入医疗服务运作管理研究”，2017-2020；第二负责人；
4、自然科学基金面上项目：“面向复杂生产系统设计与控制的仿真优化”，2014-2017；第二负责人；
5、自然科学基金重点项目：“医疗服务中的资源调度与优化”，2012-2016
6、自然科学基金面上项目：“重大疾病诊疗时变多目标决策与控制方法研究”2014-2017
7、自然科学基金中港合作项目：“集装箱区域运输的协作管理-优化模型和决策系统”，2009-2012, 主要完成人
8、自然科学基金面上项目：“协同物流优化运作管理方法研究”，2009-2012, 主要完成人

1. Ran Liu*, Huiyin Ouyang, Chengkai Wang, Xiaolan Xie, Service-level computation in time-varying queueing system with priorities: Application to physician staffing in the emergency department, IISE Transactions, accepted.

2. Ran Liu*, Chengkai Wang, Huiyin Ouyang, Zerui Wu, Exact Algorithm and Machine Learning-Based Heuristic for the Stochastic Lot Streaming and Scheduling Problem, IISE Transactions, online: https://www.tandfonline.com/doi/full/10.1080/24725854.2023.2294816

3. Liu Ran, Wang Zixiang*, Wang Chengkai, Learning-based algorithm for physician scheduling for emergency departments under time-varying demand and patient return, Engineering Applications of Artificial Intelligence, 2024, 128, 107477.

4. Wu ZeRui, Liu Ran*, Pan Ershun, Server Routing-Scheduling Problem in Distributed Queueing System with Time-Varying Demand and Queue Length Control, Transportation Science, 2023, 57(5), 1209–1230.

5. Liu Ran, Xie Xiaolei *, Improve the Industrial Digital Transformation through Industrial Internet Platforms, Frontiers of Engineering Management, 2024, 11(1), 167–174.

6. Wang Chengkai, Liu Ran *, Wu Zerui, Combining Benders Decomposition and Column Generation for Physician Scheduling in Fever Clinics during Covid-19 Pandemic. IEEE Transactions on Automation Science and Engineering, https://ieeexplore.ieee.org/document/10278140

7. Li Linman, Li Yuqing, Liu Ran, Zhou Yaoming, Pan Ershun*, A Two-stage Stochastic Programming for AGV scheduling with random tasks and battery swapping in automated container terminals. Transportation Research Part E, 2023, 174, 103110.

8. Liu Ran, Liu Weiliang, Liu Yuxin, Pan Ershun, Xie Xiaolei*, Modeling and Optimization for Emergency Medical Services Network. IEEE Transactions on Automation Science and Engineering, 2022, 19(4): 3520-3535.

9. Wang Zixiang, Liu Ran*, Managing appointments of outpatients considering the presence of emergency patients: the combination of the analytical and data-driven approach. International Journal of Production Research, 2022, 60(13): 4214–4228.

10. Jiang shan, Zhang Yilun, Liu Ran*, Jafari Mohsen, Kharbeche Mohamed, Data-driven Optimization for Dynamic Shortest Path Problem Considering Traffic Safety. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(10): 18237-18252.

11. Wang Zixiang ,Liu Ran*,Sun Zhankun, Physician Scheduling for Emergency Departments under Time-varying Demand and Patient Return. IEEE Transactions on Automation Science and Engineering, 2023, 20(1): 553-570.

12. Liu Ran*, Xu Jie, Liu Yuxin, Dynamic Patient Admission Control with Time-Varying and Uncertain Demands in Covid-19 Pandemic. IEEE Transactions on Automation Science and Engineering, 2022, 19(2): 620-631.

13. Liu Ran, Fan Xiaoyu, Wu Zerui, Pang Bowen, Xie Xiaolei*, The Physician Scheduling of Fever Clinic in the Covid-19 Pandemic. IEEE Transactions on Automation Science and Engineering, 2022,19(2):709–723. (SCI).

14. Liu Ran*, Jiang Shan, A variable neighborhood search algorithm with constraint relaxation for the two-echelon vehicle routing problem with simultaneous delivery and pickup demands. Soft Computing, 2022, 26:8879–8896 (SCI).

15. Liu Ran, Xie Xiaolan*, Weekly scheduling of emergency department physicians to cope with time-varying demand. IISE Transactions, 2021,53(10):1109–1123. (SCI)

16. Liu Ran, Yuan Biao, Jiang Zhibin*. The large-scale periodic home health care server assignment problem: a region-partition-based algorithm. IEEE Transactions on Automation Science and Engineering, 2020,17(3): 1543-1554. (SCI)

17. Liu Ran, Tao Yangyi, Xie Xiaolei*. An adaptive large neighborhood search heuristic for the vehicle routing problem with time windows and synchronized visits. Computers & Operations Research. 2019, 101: 250–262. (SCI)

18. Liu Ran*, Jiang Zhibin. A hybrid large-neighborhood search algorithm for the cumulative capacitated vehicle routing problem with time-window constraints. Applied Soft Computing, 2019,80: 18-30. (SCI)

19. Liu Ran*, Yuan Biao, Jiang Zhibin. A branch-and-price algorithm for the home-caregiver scheduling and routing problem with stochastic travel and service times. Flexible Services and Manufacturing Journal, 2019, 31(4): 989–1011. (SCI)

20. Liu Ran*, Jiang Zhibin. A constraint relaxation-based algorithm for the load-dependent vehicle routing problem with time windows. Flexible Services and Manufacturing Journal, 2019, 31：331-353. (SCI)

21. Liu Ran*, Xie Xiaolan. Physician Staffing for Emergency Departments with Time-Varying Demand. INFORMS Journal on Computing, 2018, 30(3): 588-607. (SCI)

22. Liu Ran, Tao Yangyi, Hu Qiaoyu, Xie Xiaolei*. Simulation-based optimisation approach for the stochastic two-echelon logistics problem. International Journal of Production Research, 2017, 55(1):187-201.(SCI)

23. Liu Ran, Yuan Biao, Jiang Zhibin*. Mathematical model and exact algorithm for the home care worker scheduling and routing problem with lunch break requirements. International Journal of Production Research, 2017,55(2):558-575.(SCI)

24. Liu Ran, Xie Xiaolan*, Thierry Garaix. Hybridization of tabu search with feasible and infeasible local searches for periodic home health care logistics. Omega,2014,47:17-32 (SCI, SSCI).

25. Liu Ran, Jiang Zhibin*, Geng Na. A hybrid genetic algorithm for the Multi-depot Open Vehicle Routing Problem. OR Spectrum, 2014,36:401-421 (SCI)

26. Liu Ran, Xie Xiaolan*, Augusto Vincent, Rodriguez Carlos. Heuristic algorithms for a vehicle routing problem with simultaneous delivery and pickup and time windows in home health care. European Journal of Operational Research, 2013, 230: 475-486.(SCI)

27. Liu Ran, Jiang Zhibin*. The Close-Open Mixed Vehicle Routing Problem. European Journal of Operational Research, 2012, 220:349-360. (SCI)

28. Liu Ran, Jiang Zhibin*, et al. Task Selection and Routing Problems in Collaborative Truckload Transportation. Transportation Research Part E, 2010, 46: 1071-1085. (SCI)

29. Liu Ran, Jiang Zhibin*, Fung Richard. Two-phase heuristic algorithms for full truckloads multi-depot capacitated vehicle routing problem in carrier collaboration. Computers & Operations Research, 2010, 37: 950-959. (SCI)

30. Wang Peilian, Liu Ran, Jiang Zhibin*. The Optimization of Combination- Chemotherapy Schedules in the Presence of Drug Resistance. IEEE Transactions on Automation Science and Engineering, 2019,16(1):165-179.(SCI)

31. Yuan Biao, Liu Ran*, Jiang Zhibin. Daily scheduling of home caregivers with stochastic times. International Journal of Production Research, 2018, 56(9): 3245–3261.(SCI)

32. Wang Peilian, Liu Ran, Jiang Zhibin*. Optimization of combination chemotherapy with dose adjustment using a memetic algorithm. Information Sciences, 2018, 432:63–78.(SCI)

33. Zhu Jianxu, Liu Ran, Jiang Zhibin*. Optimization of drug regimen in chemotherapy based on semi-mechanistic model for myelosuppression. Journal of Biomedical Informatics, 2015,57:20–27. (SCI)

34. Yuan Biao, Liu Ran, Jiang Zhibin*. A branch-and-price algorithm for the home health care scheduling and routing problem with stochastic service times and skill requirements. International Journal of Production Research, 2015, 53(24): 7450-7464. (SCI)

35. Fung Richard, Liu Ran, Jiang Zhibin*. A memetic algorithm for the open capacitated arc routing problem. Transportation Research Part E, 2013, 50:53-67. (SCI)

36. Geng Na*, Chen Letian, Liu Ran, Zhu Yanhong. Optimal patient assignment for W queueing network in a diagnostic facility setting. International Journal of Production Research, 2017,55(19): 5609–5631.(SCI)

37. Lin Wenjin, Jiang zhibin, Liu Ran, The bullwhip effect in hybrid supply chain. International Journal of Production Research, 2013, 28(11): 2062-2084.(SCI)

38. 袁彪, 刘冉, 江志斌, 耿娜. 随机服务时间下的家庭护理人员调度问题研究. 系统工程理论与实践, 2015, 35 (12): 3083-3091.

39. 刘强，谢晓岚，刘冉，陈尔真，杨之涛. 面向动态时变需求的急诊科医生排班研究，工业工程与管理，2015，20(2):106-113.

40. 卓艺赫, 刘冉, 华怡慷. 周期性居家医疗护理问题的禁忌求解算法, 中国科技论文, 2015, 10(14): 1714-1721.

41. 林罗丹，谢晓岚，刘冉. 面向时变需求的急诊室医生周排班研究，工业工程与管理，2017，22(4):55-67.

42. 袁彪, 刘冉, 江志斌. 多类型家庭护理人员调度问题研究. 系统工程学报, 2017, 32(1), 1-9.

43. 胡乔宇，杨琨，刘冉. 考虑随机客户需求的两级车辆路径问题研究，工业工程与管理，2018，23(5):74-81.

44. 虎慧泽，杨之涛，陈尔真，刘冉. 面向时变复杂环境的救护车布置和重定位，BETVLCTOR伟德在线登录平台学报，2019，53(10):1165-1172.

45. 李航，刘冉，曲子灵. 采用 AGV 物料搬运系统的复杂生产线布局优化模型与算法，工业工程与管理，2020.

46. 李航，章旸，叶鸿庆，曲子灵，刘冉. 考虑批量流与换模时间的柔性生产线调度方法研究，工业工程与管理，2020.

47. 杨琨，刘玉欣，杨之涛，陈尔真，刘冉. 面向高度时变不确定患者需求的急诊医生周排班方法研究，工业工程与管理，2020, 25(3): 171-178.

48. 陶杨懿, 刘冉, 江志斌. 具有同时服务需求的家庭护理人员调度研究. 工业工程与管理, 2017, 22 (3): 120-129.

部分会议论文

Li Hang, Liu Ran, The Layout Optimization Problem of Automobile Engine Production Line. 2018, The IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). (EI)
Liu Ran, Xie Xiaolan, Garaix Thierry, Weekly home health care logistics. 2013, IEEE International Conference on Networking Sensing and Control. (EI)
Liu Ran, Xie Xiaolan, Augusto Vincent, et al., Heuristic approaches for a special simultaneous pickup and delivery problem with time windows in home health care industry. 2012, 14th IFAC Symposium on Information Control Problems in Manufacturing. (EI)
Liu Ran, Jiang Zhibin, Geng Na, et al., A Heuristic Approach for the Open Capacitated Arc Routing Problem. 8th International Conference on Supply Chain Management and Information Systems, SCMIS 2010. (EI)
Liu Ran, Jiang Zhibin, Hu Hongtao, et al., A Memetic Algorithm for the Close-Open Mixed Vehicle Routing Problem. The IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2010. (EI)
Liu Ran, Jiang Zhibin, Chen Feng, et al., Heuristic methods for vehicle routing problem in carrier collaboration, 2008, 38th International Conference on Computers & Industrial Engineering. (ISTP)
Yuan Biao, Liu Ran, Jiang Zhibin, Home Health Care Crew Scheduling and Routing Problem with Stochastic Service Times.2014 IEEE International Conference on Automation Science and Engineering (CASE2014,EI)
Liu Qiang, Xie Xiaolan, Liu Ran. A Queuing Approximation Method for Capacity Planning of Emergency Department with Time-Varying Demand. 2014 IEEE International Conference on Automation Science and Engineering (CASE2014,EI)

课程：优化算法设计
授课对象：本科生（大三）

课程：工业工程综合实验
授课对象：本科生（大四）

课程：算法设计与分析
授课对象：研究生（硕博通选）

软件著作权：
汽车发动机生产线布局优化与生产调度管理软件，登记号：2019SR0255015

专利：
刘冉, 吴泽锐. 大型机场安检系统分布式调度方法. 2022年7月25日. （专利公开号: CN 114764665 A）
刘冉, 章旸, 吴泽锐. 汽车发动机柔性产线分批与调度方法. 2022年5月19日.（专利公开号: CN 114492895 A）
吴泽锐, 刘冉, 陈晓东, 易延洪. 多车型分批柔性生产线调度方法. 2021年6月28日（专利公开号: CN115545246A）

2014年至今，担任中国运筹学会企业运筹学分会理事
2023年至今，担任中国机械工程学会工业工程分会委员

2024年至今，期刊 International Journal of Computational Intelligence Systems (SCI), Area Editor
2019年至今，担任中文核心期刊《工业工程与管理》编委
2023年至今，担任中文核心期刊《工业工程与管理》编辑部主任

担任多个国际知名期刊的审稿工作，包括：
IISE Transactions，
European journal of operational research,
IEEE Transactions on Automation Science and Engineering，
Computers & Operations Research，
International Journal of Production Research,
Flexible Services and Manufacturing,
International Journal of Electrical Power and Energy Systems,
IEEE Transactions on Intelligent Transportation Systems，等

2022年，上海市优秀教学成果奖：《工业大数据背景下产教融合的工业工程人才培养模式》，一等奖（排3）
2021年，BETVLCTOR伟德在线登录平台教学成果奖一等奖（排4）
2021年，机动学院聘期考核“优秀”
2020-2022年，BETVLCTOR伟德在线登录平台晨星优秀青年学者奖励计划（副教授A类）
2020年，BETVLCTOR伟德在线登录平台第五届青年教师教学竞赛，机动学院二等奖。
2019年，期刊 International Journal of Modelling and Simulation 授予 best paper award （全年唯一）
2019年，中国仿真学会智能仿真优化与调度专业委员会，优秀论文二等奖。
2015-2017年，BETVLCTOR伟德在线登录平台晨星优秀青年学者奖励计划（副教授B类）
2013年，上海市浦江人才计划