2005－2011    上海交通大學(xué)    博士
2002－2005    西北工業(yè)大學(xué)    碩士
1998－2002    西北工業(yè)大學(xué)    學(xué)士

2025－至今  上海交通大學(xué)機(jī)械與動(dòng)力工程學(xué)院，工業(yè)工程與管理系，教授，博導(dǎo)

2017－2025 上海交通大學(xué)機(jī)械與動(dòng)力工程學(xué)院，工業(yè)工程與管理系，副教授，博導(dǎo)
2012－2016 上海交通大學(xué)機(jī)械與動(dòng)力工程學(xué)院，工業(yè)工程與管理系，講師，碩導(dǎo)
2011－2012 法國(guó)圣太田國(guó)立高等礦業(yè)學(xué)校，Mines Saint-Etienne, 博士后
2008－2009 香港城市大學(xué)機(jī)械工程與工程管理系，研究助理 (Research Associate)

研究方向：運(yùn)籌優(yōu)化、優(yōu)化算法、機(jī)器學(xué)習(xí)
應(yīng)用場(chǎng)景：服務(wù)與制造系統(tǒng)（醫(yī)療服務(wù)、智能制造）
歡迎對(duì)運(yùn)籌優(yōu)化、優(yōu)化算法、機(jī)器學(xué)習(xí)等方向有興趣的本科同學(xué)（工業(yè)工程、機(jī)械、動(dòng)力、數(shù)學(xué)等理工專(zhuān)業(yè)）參與到課題研究工作。
歡迎對(duì)以上方向有興趣的同學(xué)申請(qǐng)攻讀碩士、博士（申請(qǐng)制）研究生。

請(qǐng)郵件聯(lián)系。

2014年至今，擔(dān)任中國(guó)運(yùn)籌學(xué)會(huì)企業(yè)運(yùn)籌學(xué)分會(huì)理事
2023年至今，擔(dān)任中國(guó)機(jī)械工程學(xué)會(huì)工業(yè)工程分會(huì)委員

2024年至今，期刊 International Journal of Computational Intelligence Systems (SCI), Area Editor
2019年至今，擔(dān)任中文核心期刊《工業(yè)工程與管理》編委
2023年至今，擔(dān)任中文核心期刊《工業(yè)工程與管理》編輯部主任

擔(dān)任多個(gè)國(guó)際知名期刊的審稿工作，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

1、論文Near-Optimal Pricing and Resource Allocation in a Large-Scale Service System, Operations Research：https://pubsonline.informs.org/doi/10.1287/opre.2024.1073

針對(duì)現(xiàn)代服務(wù)系統(tǒng)如醫(yī)療服務(wù)、智能配送等，考慮顧客具有異質(zhì)的服務(wù)偏好和等待時(shí)間敏感性，研究服務(wù)定價(jià)和對(duì)服務(wù)資源的精準(zhǔn)調(diào)度。基于對(duì)偶思想提出高效的閉環(huán)控制策略，實(shí)時(shí)確定服務(wù)價(jià)格與服務(wù)能力分配。

2、論文Physician Staffing for Emergency Departments with Time-Varying Demand, INFORMS Journal on Computing：https://pubsonline.informs.org/doi/10.1287/ijoc.2017.0799

針對(duì)大型醫(yī)院急診部高度時(shí)變、隨機(jī)的環(huán)境特征，研究急診醫(yī)生排班優(yōu)化問(wèn)題。考慮時(shí)變的患者到達(dá)速率和醫(yī)生排班的復(fù)雜約束，提出了結(jié)合經(jīng)典排隊(duì)論和數(shù)學(xué)優(yōu)化的問(wèn)題解析建模方法，設(shè)計(jì)了嵌入加速策略的啟發(fā)式算法，對(duì)問(wèn)題有效求解。

3、論文Server Routing-Scheduling Problem in Distributed Queueing System with Time-Varying Demand and Queue Length Control, Transportation Science：https://pubsonline.informs.org/doi/10.1287/trsc.2022.0099

針對(duì)大型機(jī)場(chǎng)、景點(diǎn)等分布式排隊(duì)系統(tǒng)，其中包含多個(gè)位于不同地點(diǎn)的排隊(duì)隊(duì)列，考慮到客戶(hù)到達(dá)的高度時(shí)變性和隨機(jī)性，探討了服務(wù)臺(tái)排班與調(diào)度優(yōu)化問(wèn)題。提出了結(jié)合排隊(duì)論和近似動(dòng)態(tài)規(guī)劃的建模方法，并設(shè)計(jì)了集成多種加速策略的Rollout啟發(fā)式算法，旨在高效求解該問(wèn)題。通過(guò)數(shù)值驗(yàn)證，進(jìn)一步驗(yàn)證了方法有效性。

4、論文Service-level computation in time-varying queueing system with priorities: Application to physician staffing in the emergency department, IISE Transactions: https://www.tandfonline.com/doi/full/10.1080/24725854.2024.2357782

針對(duì)醫(yī)院急診患者病情不同、嚴(yán)重程度不同的特點(diǎn)，考慮每個(gè)級(jí)別患者的高度時(shí)變、隨機(jī)到達(dá)特征，以及不同級(jí)別患者排隊(duì)優(yōu)先規(guī)則，基于馬爾可夫鏈和均勻化方法，提出患者服務(wù)水平的定量計(jì)算方法，并將其應(yīng)用于急診資源計(jì)劃調(diào)度。

5、論文Exact Algorithm and Machine Learning-Based Heuristic for the Stochastic Lot Streaming and Scheduling Problem, IISE Transactions：https://www.tandfonline.com/doi/abs/10.1080/24725854.2023.2294816

針對(duì)加工多類(lèi)型工件的制造產(chǎn)線計(jì)劃調(diào)度問(wèn)題，將產(chǎn)品分批和批次調(diào)度集成考慮，考慮生產(chǎn)任務(wù)到達(dá)產(chǎn)線時(shí)間的隨機(jī)特征，設(shè)計(jì)了求解隨機(jī)規(guī)劃的精確求解算法，以及結(jié)合機(jī)器學(xué)習(xí)的啟發(fā)式算法，對(duì)問(wèn)題有效求解。

主持科研項(xiàng)目：
1、國(guó)家自然科學(xué)基金面上項(xiàng)目：“線上線下聯(lián)合服務(wù)模式下大型公立醫(yī)院的服務(wù)策略與資源計(jì)劃調(diào)度研究”(72371161)，2024-2027，負(fù)責(zé)人
2、國(guó)家自然科學(xué)基金面上項(xiàng)目：“高度時(shí)變與不確定環(huán)境中醫(yī)院排隊(duì)網(wǎng)絡(luò)運(yùn)作管理研究”(71972133)，2020-2023，負(fù)責(zé)人
3、國(guó)家自然科學(xué)基金面上項(xiàng)目：“緊急醫(yī)療服務(wù)的資源配置與調(diào)度”(71672112)，2017-2020，負(fù)責(zé)人
4、國(guó)家自然科學(xué)基金青年項(xiàng)目：“不確定性環(huán)境中居家醫(yī)療與護(hù)理的管理與調(diào)度方法研究”(71302013)，2014-2016，負(fù)責(zé)人
5、國(guó)家重點(diǎn)研發(fā)計(jì)劃課題：“制造企業(yè)增強(qiáng)式生態(tài)協(xié)同與多基地一體化管理模式”，2024-2027，課題負(fù)責(zé)人

6、教育部高等學(xué)校博士點(diǎn)基金：“基于隨機(jī)優(yōu)化的家庭護(hù)理資源配置與計(jì)劃調(diào)度研究”(20130073120047)，2014-2016，負(fù)責(zé)人
7、上海市自然科學(xué)基金項(xiàng)目：“不確定環(huán)境下城市兩級(jí)運(yùn)輸配送網(wǎng)絡(luò)優(yōu)化與資源調(diào)度”(13ZR1456400)，2014-2016，負(fù)責(zé)人
8、上海市科委科技創(chuàng)新行動(dòng)計(jì)劃高新技術(shù)領(lǐng)域項(xiàng)目課題，“面向鋼鐵智能生產(chǎn)的熱軋與物流平衡優(yōu)化算法”，2022-2024，課題負(fù)責(zé)人
9、上汽通用合作項(xiàng)目，“新一代電動(dòng)汽車(chē)動(dòng)力系統(tǒng)產(chǎn)線布局建模、仿真和優(yōu)化”，2017-2018，項(xiàng)目負(fù)責(zé)人
10、上海商用飛機(jī)系統(tǒng)工程科創(chuàng)中心聯(lián)合研究基金項(xiàng)目，“航線飛機(jī)安全監(jiān)控參數(shù)需求分析與運(yùn)行風(fēng)險(xiǎn)評(píng)估技術(shù)研究”，2024-2025，項(xiàng)目負(fù)責(zé)人

部分參與科研項(xiàng)目：
1、上海市科委重大項(xiàng)目：發(fā)動(dòng)機(jī)缸蓋數(shù)字化工藝與柔性生產(chǎn)關(guān)鍵技術(shù)研究，“生產(chǎn)線柔性技術(shù)研究”子課題負(fù)責(zé)人，2017-2019
2、自然科學(xué)基金面上項(xiàng)目：“多重入醫(yī)療服務(wù)運(yùn)作管理研究”，2017-2020；排2；
3、自然科學(xué)基金面上項(xiàng)目：“面向復(fù)雜生產(chǎn)系統(tǒng)設(shè)計(jì)與控制的仿真優(yōu)化”，2014-2017；排2；
4、自然科學(xué)基金重點(diǎn)項(xiàng)目：“醫(yī)療服務(wù)中的資源調(diào)度與優(yōu)化”，2012-2016，參加

專(zhuān)著：急診醫(yī)療資源運(yùn)作管理方法，2024，上海交通大學(xué)出版社， ISBN: 978-7-313-30956-3.

1.      Zerui Wu, Ran Liu, Xu Sun. Near-Optimal Pricing and Resource Allocation in a Large-Scale Service System. Operations Research, online: https://pubsonline.informs.org/doi/10.1287/opre2024.1073

2.      Ran Liu, Bo Zhou, Shiming Wang, Huiyin Ouyang, Physician scheduling in case managers style emergency departments: machine learning-aided solution approaches, European Journal of Operational Research, 2025, 327(1): 326–339.

3.      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, 2025, 57(5), 556–572.

4.      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, 2025, 57(4), 408–422.

5.      Ran Liu, Chengkai Wang. A constraint relaxation-based intelligence algorithm for workshop layouts with automated guided vehicle systems, Journal of Management Science and Engineering, 2025, 10(2), 225-244.

6.      Ran Liu, Yue Zhang, Bo Zhou, Solving a real-life stochastic car batching and sequencing problem with dynamic programming approaches. IEEE Transactions on Automation Science and Engineering, 2025, 22, 5012-5028.

7.      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.

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

9.      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, 2024, 21(4), 5969-5982.

10.  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.

11.  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.

12.  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.

13.  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.

14.  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.

15.  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.

16.  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.

17.  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. 

18.  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.

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

20.  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.

21.  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.

22.  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.

23.  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.

24.  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.

25.  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.

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

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

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

29.  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.

30.  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.

31.  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.

32.  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.

33.  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.

34.  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.

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

36.  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.

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

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

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

40.  Liu Ran, Jiang Zhibin, et al. Task selection and routing problems in collaborative truckload transportation. Transportation Research Part E, 2010, 46: 1071-1085.

41.  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.

部分中文論文

虎慧澤, 楊之濤, 陳爾真, 劉冉. 面向時(shí)變復(fù)雜環(huán)境的救護(hù)車(chē)布置和重定位, 上海交通大學(xué)學(xué)報(bào), 2019, 53 (10), 1165-1172.

李航, 章旸, 葉鴻慶, 曲子靈, 劉冉. 考慮批量流與換模時(shí)間的柔性生產(chǎn)線調(diào)度方法研究, 工業(yè)工程與管理, 2020, 25 (03), 179-187.

章旸, 王鋮愷, 劉冉. 考慮復(fù)雜隨機(jī)來(lái)料的批量流作業(yè)調(diào)度, 計(jì)算機(jī)集成制造系統(tǒng), 2022, 28 (04), 1099-1111.

王子翔, 吳澤銳, 劉冉. 面向時(shí)變回診患者需求的急診周排班研究, 上海交通大學(xué)學(xué)報(bào), 2022 ,56 (02), 242-252.

徐捷, 王子翔, 劉玉欣, 劉冉, 楊之濤. 面向時(shí)變需求的多等級(jí)急診患者入院控制, 上海交通大學(xué)學(xué)報(bào) . 2022 ,56 (08), 1067-1077.

王鋮愷, 范曉宇, 徐捷, 劉冉, 楊之濤. 結(jié)合Benders分解和列生成的發(fā)熱門(mén)診排班數(shù)學(xué)建模和優(yōu)化算法, 系統(tǒng)管理學(xué)報(bào) . 2023 ,32 (03), 476-487.   

專(zhuān)利：
劉冉, 章旸, 吳澤銳. 汽車(chē)發(fā)動(dòng)機(jī)柔性產(chǎn)線分批與調(diào)度方法，已授權(quán)，ZL202011159971.2
劉冉, 吳澤銳. 大型機(jī)場(chǎng)安檢系統(tǒng)分布式調(diào)度方法，已授權(quán)，ZL202110037063.4
吳澤銳, 劉冉, 陳曉東, 易延洪. 多車(chē)型分批柔性生產(chǎn)線調(diào)度方法，已授權(quán)，ZL202110719807.0

劉冉，林祥序，吳澤銳. 考慮患者回流的醫(yī)療問(wèn)診服務(wù)系統(tǒng)中異質(zhì)醫(yī)療資源配置方法. 2024 （專(zhuān)利公開(kāi)號(hào): CN118072985A）

軟件著作權(quán)：
汽車(chē)發(fā)動(dòng)機(jī)生產(chǎn)線布局優(yōu)化與生產(chǎn)調(diào)度管理軟件，登記號(hào)：2019SR0255015