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祁炜,副教授

联系信息

姓名:祁炜 办公电话: 邮箱:qiw{at}tsinghua.edu.cn 传真号码: 地点:清华大学舜德楼5层 教师主页:


工作经历

2022至今:清华大学,长聘副教授、国家高层次人才计划

2017-2022:加拿大麦吉尔大学, 助理教授、副教授(终身教职)

2016-2022: 美国劳伦斯伯克利国家实验室,博士后研究员、(兼任)战略顾问


教育背景

博士,加州大学伯克利分校

硕士,加州大学洛杉矶分校

学士,浙江大学


研究领域

智慧城市运筹

    · 气候韧性城市(例如:应对极端干旱应对极端暴雨

    · 敏捷韧性城市物流  (例如:无人零售车众包配送在线设施选址

    · 以新能源汽车为结点的电网交通网耦合 (例如:换电基础设施规划共享无人电动汽车运行

    · 共享经济 (例如:共享电动汽车多渠道能源共享


招生计划

祁炜研究团队每年都有计划招收博士生、硕士生,欢迎有志学术研究的同学发送简历到 qiw{at}tsinghua.edu.cn。

长期招聘博士后与合同制研究人员,感兴趣请邮件发送简历。

招生期待:自我驱动;有好奇心;乐于沟通;具备良好数理基础或者编程能力;有数学、统计、计算机、工业工程或者经济方面的背景。



个人简介

祁炜博士现为清华大学工业工程系长聘副教授,入选国家高层次人才计划,兼任加拿大麦吉尔大学管理学院客座教授。加入清华前,于2017年至2022年任加拿大麦吉尔大学管理学院助理教授、副教授(终身教职),兼任美国劳伦斯伯克利国家实验室中国能源研究室战略顾问。 2010年本科毕业于浙江大学竺可桢学院和控制工程与科学系,2011年硕士毕业于加州大学洛杉矶分校化学与分子生物工程系,2015年博士毕业于美国加州大学伯克利分校工业工程与运筹系。曾在劳伦斯伯克利国家实验室任博士后研究员, 在美国硅谷高科技公司承担算法开发工作。


祁炜团队的研究方向是 “智慧城市运筹学”,即从运筹学的观点来审视和解决当今城市发展中涌现出的各种新挑战,例如电网交通网耦合、最后一公里物流、共享经济、气候韧性等。反过来,研究这些问题亦有助于推动运筹学理论(如离散优化、排队论、数据驱动优化)的发展。他的研究发表在运筹学和管理科学国际顶尖期刊,例如 Operations Research 和 Management Science,并受邀广泛在国际国内的会议和高校进行报告。其跨学科研究还发表在 IEEE Transactions on Power Systems、IEEE Transactions on Smart Grid、Neurips 等权威系统工程期刊和国际会议上。曾获 INFORMS 选址分析领域 Chuck ReVelle Rising Star 奖、INFORMS ENRE (能源领域)最佳论文奖、INFORMS TSL (交通物流领域)最佳论文奖等学术荣誉。与学生合作研究曾获 INFORMS 本科生运筹学最佳论文(入围)等荣誉。他在数据分析领域的教学努力曾获麦吉尔大学管理学院年度教学奖认可。


祁炜博士领导多个国内与国际资助的研究项目,例如国家自然科学基金委员会重点专项项目、中国国家自然科学基金委员会-加拿大魁北克研究基金会智慧城市和大数据研究计划。曾主持一系列项目得到加拿大和魁北克省主要资助机构支持,如加拿大自然科学与工程研究理事会(NSERC)、加拿大社会科学和人文科学研究理事会(SSHRC)、 数据评估研究院(IVADO)等。合作研究机构包括加拿大蒙特利尔交通署等国内外政府和企业。



学术荣誉

· INFORMS 交通科学与物流领域年度最佳论文奖, 2023.

· INFORMS 能源领域年度最佳论文奖, 2022.

· MSOM 数据驱动研究竞赛一等奖,2022. 

· INFORMS Undergraduate Operations Research Prize Finalist (Awarded to Zhuolun Dong),2023.

· INFORMS 服务科学最佳论文奖第二名,2022.

· Third Place, Best Paper Award Competition, 2022 Digital Supply Chain and Supplier Diversity Conference.

· Honorable Mention, 2022 Student Paper Competition of College of Sustainable Operations of POMS (awarded to Wenqing Ai).

· INFORMS 选址分析领域新星奖 (每两年颁发一次)Chuck ReVelle Rising Star Award, 2021.

· Best Paper Award Finalist, CSAMSE(华人学者管理科学与工程年会) 2021.

· Best Student Paper Award Finalist, 2021 INFORMS Conference On Service Science.

· 麦吉尔大学管理学院最高教学荣誉 Distinguished Teaching Award - Top Undergraduate Teacher of Year 2019-2020 of Desautels Faculty of Management, McGill University.

· M&SOM 优秀审稿人, 2020.

· M&SOM 优秀审稿人, 2019.

· Top Downloaded Paper, 2018-2019, Production and Operations Management.



学术著作


运筹、运营管理:

Storing the Wind:

Joint Planning of Energy Storage and Transmission for Wind Energy Generation.
Wei Qi, Yong Liang and Zuo-Jun Max Shen.
Operations Research, 63.6 (2015): 1280-1293.  


Last-Mile Crowdshipping:
Shared Mobility for Last-Mile Delivery: Design, Operational Prescriptions and Environmental Impact.
Wei Qi, Lefei Li, Sheng Liu and Zuo-Jun Max Shen.
Manufacturing & Service Operations Management, 20.4 (2018): 737-751.
Among top 15 most downloaded papers in 2019, M&SOM.
[
MSOM Review Blog]

A Vision:
A Smart-City Scope of Operations Management.
Wei Qi and Zuo-Jun Max Shen.
Production and Operations Management, 28.2 (2019): 393-406.
Among top 10% most read papers in 2018-2019, POM.

EV Sharing:
Charging an Electric Vehicle Sharing Fleet.
Long He, Guangrui Ma, Wei Qi and Xin Wang.
Manufacturing & Service Operations Management,
23.2 (2021): 471-487.
Winner of the 2022 INFORMS ENRE Best Publication Award in Energy.


Microgrids & Self-Driving:
When Shared Autonomous Electric Vehicles Meet Microgrids: Citywide Energy-Mobility Orchestration.
Wei Qi, Mengyi Sha and Shanling Li.
Manufacturing & Service Operations Management,
24.5 (2022): 2389-2406.
Lead article in the Special Issue on Smart City Operations.

Revival of Battery Swapping:
Scaling Up Electric-Vehicle Battery Swapping Services in Cities: A Joint Location and Repairable-Inventory Model.
Wei Qi, Yuli Zhang and Ningwei Zhang.
Management Science,
accepted.
Best Paper Award Finalist, CSAMSE 2021.
Winner of the 2023 INFORMS TSL Best Paper Award.


Retail on Wheels (“地摊经济”):
Stall Economy: The Value of Mobility in Retail on Wheels.
Junyu Cao and Wei Qi.
Operations Research,
71.2 (2022): 708-726.
Second-Place Winner of the 2022 INFORMS Service Science Best Cluster Paper Award.


Energy Omni-Sharing:
Crowdsourcing Electric Mobility for Omni-Sharing Distributed Energy Resources.
With Wenqing Ai and Tianhu Deng.
Major revision at M&SOM.
Honorable Mention, 2022 Student Paper Competition of College of Sustainable Operations of POMS.
Best Student Paper Award Finalist, 2021 INFORMS Conference on Service Science.
Third Place, Best Paper Award Competition, 2022 Digital Supply Chain and Supplier Diversity Conference.


Online Facility Location:
Online Facility Location.
With Junyu Cao and Yan Zhang.
Submitted.

Hydrogen Infrastructure:
From Curtailed Renewable Energy to Green Hydrogen: Infrastructure Planning for Hydrogen Fuel-Cell Vehicles.
With Long He, Nan Ke and Hongcai Zhang.
Major revision at MSOM.

Multilocation Newsvendor:
Distributionationally Robust Multilocation Newsvendor at Scale: A Scenario-Based Linear Programming Approach.
With Chenxi Li, Sheng Liu, Lun Ran and Aiqi Zhang.
Submitted.
Winner of the 2021 MSOM Data Driven Research Challenge
.


Droughts & Seawater Intrusion:
Coastal Groundwater Management: Seawater Intrusion Prevention, Artificial Recharge, and Climate Adaptation.
With Lu Wang and Tianhu Deng.
Major revision at MSOM.


Extreme Rainfalls:
Toward Climate Resilient Cities: Robust Planning Against Extreme Rainfalls.
With Sheng Liu and Aiqi Zhang.


Street Parking:
Coins, Cards, or Apps: Impact of Payment Methods on Street Parking Occupancy and Wait Times.
With Sena Onen Oz and Mehmet Gumus.


Time-Sensitive TSP:
Retail on Autonomous Wheels: A Time-Sensitive Traveling Salesman Problem.
With
Zhuolun Dong and Junyu Cao.
Finalist, 2023 INFORMS Undergraduate Operations Research Prize.



专长:能源与交通系统:

Farsighted Stability of Distributed Energy Resource Sharing.
W. Ai, T. Deng, W. Qi.
Applied Energy, accepted in 2022.

A Second Order Cone Programming Model for PEV Fast-Charging Station Planning.
H. Zhang, S. J. Moura, Z. Hu, W. Qi and Y. Song.
IEEE Transactions on Power Systems, vol.33, no.3, pp. 2763-2777, May 2018.

Joint Planning of PEV Fast-Charging Network and Distributed PV Generation Using the Accelerated Generalized Benders Decomposition.
H. Zhang, S. J. Moura, Z. Hu, W. Qi and Y. Song.
IEEE Transactions on Transportation Electrification, 4.3 (2018): 789-803.

Coordinating and Sharing Demand-Side Energy Resources - A Conceptual Design.
W. Qi, B. Shen, H. Zhang and Z. M. Shen.
Energy, vol.135, 15 September 2017, Pages 455–465.

Hierarchical Coordinated Control of Plug-in Electric Vehicles Charging in Multi-family Dwellings.
W. Qi, Z. Xu, Z. M. Shen, Z. Hu and Y. Song.
IEEE Transactions on Smart Grid, vol.5, no.3, pp.1465-1474, May 2014.

Distributed Supervisory Predictive Control of Distributed Wind and Solar Energy Generation Systems.
W. Qi, J. Liu and P. D. Christofides.
IEEE Transactions on Control Systems Technology, 21, 504-512, 2013.

Supervisory Predictive Control for Long-Term Scheduling of an Integrated Wind/Solar Energy Generation and Water Desalination System.
W. Qi, J. Liu and P. D. Christofides.
IEEE Transactions on Control Systems Technology, 20, 504-512, 2012.

A Distributed Control Framework for Smart Grid Development: Energy/Water System Optimal Operation and Electric Grid Integration.
W. Qi, J. Liu and P. D. Christofides.
Journal of Process Control, 21, 1504-1516, 2011.

Supervisory Predictive Control of Stand-Alone Wind-Solar Energy Generation Systems.
W. Qi, J. Liu, X. Chen and P. D. Christofides.
IEEE Transactions on Control Systems Technology, 19, 199-207, 2011.


会议论文、技术报告:

Dairui Wang, Junyu Cao, Yan Zhang, Wei Qi, "Cascading bandits: optimizing recommendation frequency in delayed feedback environments," Advances in Neural Information Processing Systems (Neurips) 2023.


T. Wang, C. Wu, W. Qi, "On Data-driven Multi-Product Pricing," American Control Conference (ACC), New Orleans, Louisiana, May 2021.

Also published in IEEE Control Systems Letters, vol. 5, no. 5, pp. 1687-1692, Nov. 2021.

H. Zhang, S. J. Moura, Z. Hu, W. Qi, and Y. Song, "Joint PEV Charging Station and Distributed PV Generation Planning," IEEE Power & Energy Soc. Gen. Meeting, 2017.

H. Zhang, W. Qi, Z. Hu, and Y. Song, "Planning Hydrogen Refueling Stations with Coordinated On-Site Electrolytic Production," IEEE Power & Energy Soc. Gen. Meeting, 2017.

W. Qi, J. Liu, and P. D. Christofides. A two-time-scale framework for supervisory predictive control of an integrated wind/solar energy generation and water desalination system. In Proceedings of the American Control Conference, pages 2677-2682, San Francisco, California, 2011.

W. Qi, J. Liu and P. D. Christofides. Supervisory predictive control of an integrated wind/solar energy generation and water desalination system. In Proceedings of the 9th International Symposium on Dynamics and Control of Process Systems, pages 821-826, Leuven, Belgium, 2010.


Dupuy, Max, Fredrich Kahrl, Frederick Weston, Bo Shen, Andy Satchwell, Peter Cappers, Jennifer Potter, Wei Qi, Ella Zhou, Yingchen Zhang, John Barnett, Travis Lowder, and Lars Bregnbaek. Power Consumption, Demand and Competition Cooperation: Recommendations for the Pilots in Guangdong, Jilin, Jiangsu, and Shanghai. 2017.

Qi, Wei, Roger Sathre, William R Morrow, III, and Arman Shehabi. Unit price scaling trends for chemical products. Berkeley, 2015. LBNL-189844.  


专著章节:

He L., Ma G., Qi W., Wang X., Hou S. (2022) Planning and Management of Charging Facilities for Electric Vehicle Sharing. In: Pardalos P.M., Rassia S.T., Tsokas A. (eds) Artificial Intelligence, Machine Learning, and Optimization Tools for Smart Cities. Springer Optimization and Its Applications, vol 186. Springer, Cham.



科研项目

国家自然科学基金委员会,重点专项项目(城市安全韧性与智慧运营基础科学问题研究),“信息不充分条件下城市生命线工程运营管理与韧性恢复研究”,2023-01至2026-12,主持人。


国家自然科学基金委员会与加拿大魁北克研究基金会,组织间国际(地区)合作研究与交流项目——“智慧城市与大数据”项目,“大数据驱动的智慧城市服务运营管理——基于系统耦合的视角”,2020-04至2023-03,前加方主持人。


           

国家自然科学基金委员会,重大研究计划(大数据驱动的管理与决策研究)重点支持项目,“大数据驱动的服务运营系统性优化与管理——以新能源汽车为例”, 2018年1月-2021年12月,参加。


加拿大数据评估研究院 Institut de valorisation des données (IVADO), Funding Program for Fundamental Research Projects, Joint OR/ML Methodologies for Retail on Wheels,2020-09至2022-08,主持。


加拿大社会科学和人文科学研究理事会 Social Sciences and Humanities Research Council(SSHRC),Insight Development Grant,Tackling Inequality in Urban On- demand Bikeshare Services,2020-06至2022-05,主持。


魁北克社会及文化研究基金会 Quebec Fund for Research, Society and Culture (FQRSC),New Researcher,2020-NP-267792,
Sharing Sustainable Mobility in Smart Cities,2019-05至2022-04,主持。


加拿大自然科学与工程研究理事会 Natural Sciences and Engineering Research Council(NSERC),Discovery Grant,RGPIN-2019-04769,Towards a Smart-City Future: Urban- Scale Integration of Mobility and Energy Systems,2019-04至2024-03,主持。


麦吉尔大学 McGill University, Internal Social Sciences and Humanities Development Gra nt, 78505, Promoting Electrical Vehicle Sharing Through Integrated Planning a nd Operations,2018-02至2019-01,  主持。


Social Sciences & Humanities Research Council of Canada (SSHRC) Partnership Engage Grant.
Role: Co-investigator. Title: Introducing AI in Community Organizations: Designing and Implementing Smart Meals-on-Wheels Operations. Length: 2021-2022. Team members: Juan Serpa (PI), Saibal Ray, Grant McKenzie, Graham MacDonald and Morty Yalovsky.


CIHR’s Healthy Cities Research Initiative (HCRI). Role: Co-applicant. Title: The Implementing Smart Cities Interventions to Build Healthy Cities (SMART) Training Platform. Length: 2021-2027. Total Amount: $4.95 million. PIs: Laurette Dubé, David Ma, and Miyoung Suh.



开设课程


清华:

  • 运筹学 II:应用随机模型(本科核心课)

  • Strategic Management(国际工程管理硕士项目)

  • 系统工程 (工程管理硕士项目)


McGill:

  • MGSC 404: Foundations of Decision Analytics (Undergraduate Business Analytics Concentration)

  • MGSC 603: Foundations of Data Analytics (Joint Master Program with Zhejiang University, China)

  • MGCR 271: Business Statistics (Undergraduate Core Course)



合作学生


博士后:

  • 沙梦一.

  • Aiqi Zhang (Co-Supervisor), assistant professor at the Lazaridis School of Business & Economics, Wilfrid Laurier University.

  • Xiaojin Fu (Co-Supervisor), First Placement: Noah's Ark Lab.


博士生:

  • Sena Onen Oz (McGill Desautels)

  • Zichun Liu (McGill Desautels)

  • Yan Zhang (McGill Desautels)


本科生:

  • Sherry Sun (2020) - B.S. at McGill. First Position: Master of Finance at MIT.

  • Yingchen Liu (2020) - B.S. at McGill.  First Position: Master in Data Science at Harvard.

  • Belinda Zhang (2021) - B.S. at McGill. First Position: Master in Analytics at Hong Kong University.

  • Lingqi Guo (2022) - B.S. at McGill. First Position: Master in Analytics at Berkeley.

  • Jiaying Yao (2022) - B.S. at McGill. First Position: Master in Management Analytics at McGill.

  • Xinyue Zhang (2023) - B.S. at McGill. First Position: Master in Operations Research at Columbia University. 

  • Celeste Groux (2023) - B.S. at McGill. First Postition: PhD in Cornell ORIE.



媒体报道

· A more decision-oriented and synergy-oriented paradigm for next-gen urban transportation. The Hill Times, March 2022.

· Can crowdshipping solve last-mile delivery shortages? Trucknews.com, December 2020.

· Can Smart Cities Be Smarter? Delve, February 2021.



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