邱思琦
副教授
信息工程
siqiqiu@sjtu.edu.cn
SPEIT 108
课题组常年招收对人工智能、机器学习、最优化、智能故障诊断、剩余寿命预测、可靠性建模及优化、预测性维修等方向感兴趣的研究生和本科生,欢迎邮件联系!指导硕士生目前已毕业9人,其中8人分别就职于字节跳动、腾讯、工商银行、华泰联合证券、中国人民解放军某部队、西安卫星测控中心、上海烟草集团、宁波人工智能超算中心,1人在美国克莱姆森大学攻读博士学位。
教育背景
- 2011-2014, 法国贡比涅技术大学,信息和系统科技专业,信息和系统科技专业,博士
- 2010-2011, 法国巴黎第十一大学,自动化与信号及图像处理专业,自动化与信号及图像处理专业,硕士
- 2008-2011, 法国巴黎第十一大学,电子与嵌入式系统专业,电子与嵌入式系统专业,硕士
- 2005-2009, 华中科技大学,光电信息工程专业,光电信息工程专业,学士
工作经历
- 2022-至今, 上海交通大学,副教授
- 2015-2021, 上海交通大学,讲师
研究方向
- 基于强化学习的智能车间调度,基于机器学习的故障诊断与预测
科研项目
- 2025 ~ 2026 产学研合作项目,校企合作项目,基于强化学习的PCB钻孔车间智能生产排程,项目负责人
- 2024 ~ 2025 省部级,上海市“科技创新行动计划”软科学研究项目,维修资源共享模式下城市轨道交通系统可靠性建模与优化研究,项目负责人
- 2022 ~ 2025 国家级,国家自然科学基金面上项目,考虑加工精度的离散制造系统生产计划与视情维修联合优化,项目负责人
- 2022 ~ 2025 省部级,工信部船用发动机重大专项,船用发动机高可靠性设计和验证关键技术,课题主持
- 2019 ~ 2021 国家级,国家自然科学基金青年项目,有限维修人员约束下订单驱动的离散制造系统视情维修调度研究,项目负责人
- 2019 ~ 2021 省部级,工信部制造业高质量发展专项,工业互联网标识解析二级节点,课题主持
- 2018 ~ 2019 产学研合作项目,校企合作项目,上海地铁自动扶梯智能化运维的技术与管理研究,项目负责人
- 2018 ~ 2023 国家级,国家科技重大专项,XX燃气轮机健康管理技术基础研究,课题主持
- 2018 ~ 2021 国家级,国家重点研发计划,制造服务关键基础共性技术标准研究,子课题主持
- 2017 ~ 2018 产学研合作项目,校企合作项目,低硫燃油供油系统可靠性评估和优化,项目负责人
- 2017 ~ 2019 省部级,上海市产业转型升级发展专项,大型民用飞机设计过程的质量控制技术创新与应用示范,课题主持
- 2016 ~ 2018 省部级,上海市浦江人才计划,多状态系统系的可靠性分析和预防性维修决策研究,项目负责人
论文信息
- [J27] S. Qiu*. Reliability Evaluation of Network-structured Systems with Performance-Sharing Mechanisms. Quality and Reliability Engineering International, 2026. Accepted. (SCI,第一作者)
- [J26] S. Qiu*, C. Wang, Z. Zhang, W. Yang. Joint production and maintenance for make-to-order manufacturing systems considering the machining accuracy requirement and the priority of stochastic customer orders using reinforcement learning. Engineering Applications of Artificial Intelligence, 2026, 177: 114889. (SCI,第一作者,中科院一区)
- [J25] S. Qiu*, D. Tu, M. Sallak. Joint scheduling of production and condition-based maintenance activities for make-to-order deteriorating manufacturing systems under repairmen constraint. Naval Research Logistics, 2026, 73(4): 538-560. (SCI,第一作者,ABS三星)
- [J24] S. Qiu, D. Tu, X. Ming*. Joint optimization of multi-type component procurement and assignment problems with budget constraint. Proceedings of the Institution of Mechanical Engineers Part O: Journal of Risk and Reliability, 2025, 239(5): 875-888. (SCI,第一作者)
- [J23] H. Jiang, S. Qiu*, J. You, P. Sun, X. Ming. Optimal design of multi-type component allocation system with shared positions. Advanced Engineering Informatics, 2024, 59: 102257. (SCI,通讯作者,中科院一区)
- [J22] X. Liao, C. Wang, S. Qiu*, X. Zhang*, Z. Jiang, X. Ming*, M. Xia. A Neural-Symbolic Model for Fan Interpretable Fault Diagnosis on Steel Production Lines. IEEE Internet of Things Journal, 2024, 11(13):22926-22937. (SCI,共同通讯,中科院一区)
- [J21] S. Qiu, X. Ming, M. Sallak, J. Lu*. A Birnbaum importance-based two-stage approach for two-type component assignment problems. Reliability Engineering and System Safety, 2022, 218: 108051. (SCI,第一作者,中科院一区)
- [J20] S. Qiu, X. Ming*. Explicit and implicit Valuation-Based System methods for the risk assessment of systems subject to common-cause failures under uncertainty. Knowledge-Based Systems, 2021, 214: 106665. (SCI,第一作者,中科院一区)
- [J19] S. Qiu, X. Ming*. A fuzzy universal generating function-based method for the reliability evaluation of series systems with performance sharing between adjacent units under parametric uncertainty. Fuzzy Sets and Systems, 2021, 424:155-169. (SCI,第一作者,中科院一区)
- [J18] S. Qiu, X. Ming, M. Sallak, J. Lu*. Joint optimization of production and condition-based maintenance scheduling for make-to-order manufacturing systems. Computers & Industrial Engineering, 2021, 162: 107753. (SCI,第一作者,中科院二区)
- [J17] S. Qiu, X. Ming*. An extended Birnbaum importance-based two-stage heuristic for component assignment problems under uncertainty. Reliability Engineering and System Safety, 2020, 204: 107134. (SCI,第一作者,中科院一区)
- [J16] S. Qiu, X. Ming*. Explicit and implicit Bayesian Network-based methods for the risk assessment of systems subject to probabilistic common-cause failures. Computers in Industry, 2020, 123: 103319. (SCI,第一作者,中科院一区)
- [J15] Y. Zheng, S. Qiu*, F. Shen, C. He. RFID-based material delivery method for mixed-model automobile assembly. Computers & Industrial Engineering, 2020, 139: 106023. (SCI,通讯作者,中科院二区)
- [J14] S. Qiu, H. X. G. Ming*. Reliability evaluation of multi-state series-parallel systems with common bus performance sharing considering transmission loss. Reliability Engineering and System Safety, 2019, 189: 406-415. (SCI,第一作者,中科院一区)
- [J13] S. Qiu, H. X. G. Ming*. Reliability analysis of multi-state series systems with performance sharing mechanism under epistemic uncertainty. Quality and Reliability Engineering International, 2019, 35: 1998-2015. (SCI,第一作者)
- [J12] X. Li, S. Qiu*, H. X. G. Ming. An integrated module-based reasoning and axiomatic design approach for new product design under incomplete information environment. Computers & Industrial Engineering, 2019, 127: 63-73. (SCI,通讯作者,中科院二区)
- [J11] S. Qiu, M. Sallak, W. Schön, H. X. G. Ming*. Extended LK heuristics for the optimization of linear consecutive-k-out-of-n: F systems considering parametric uncertainty and model uncertainty. Reliability Engineering and System Safety, 2018, 175: 51-61. (SCI,第一作者,中科院一区)
- [J10] S. Qiu, M. Sallak, W. Schön, H. X. G. Ming*. A valuation-based system approach for risk assessment of belief rule-based expert systems. Information Sciences, 2018, 466: 323-336. (SCI,第一作者,中科院二区)
- [J9] S. Qiu, H. X. G. Ming*. Binary decision diagram–based methods for risk assessment of systems subject to propagated failures and parametric uncertainties. Quality and Reliability Engineering International, 2018, 34: 1339-1351. (SCI,第一作者)
- [J8] A. Ferlin#, S. Qiu#,*, P. Bon*, M. Sallak, S. Collart-Dutilleul, W. Schön, and Z. Cherfi-Boulanger. An Automated Method for the Study of Human Reliability in Railway Supervision Systems. IEEE Transactions on Intelligent Transportation Systems, 2018, 19(10): 3360-3375. (SCI,共同一作,中科院一区)
- [J7] X. Wei#, S. Qiu#, L. Zhu, R. Feng, Y. Tian, J. Xi, Y. Zheng*. Toward Support-Free 3D Printing: A Skeletal Approach for Partitioning Models. IEEE Transactions on Visualization and Computer Graphics, 2018, 24(10): 2799-2812. (SCI,共同一作,中科院一区)
- [J6] S. Qiu, N. Rachedi, M. Sallak*, F. Vanderhaegen. A quantitative model for the risk evaluation of driver-ADAS systems under uncertainty. Reliability Engineering and System Safety, 2017, 167: 184-191. (SCI,第一作者,中科院一区)
- [J5] S. Qiu*, M. Sallak, W. Schön, Z. Cherfi-Boulanger. Application of Valuation-Based Systems for the availability assessment of systems under uncertainty. Control Engineering Practice, 2017, 66: 39-50. (SCI,第一作者,中科院二区)
- [J4] S. Qiu*, M. Sallak, W. Schön, Z. Cherfi-Boulanger. Graphical models for reliability, availability, maintainability, and safety assessment and risk analysis of Systems of Systems under uncertainty. INSIGHT - Journal of International Council on Systems Engineering (INCOSE), 2015, 18(4): 17-19. (SCI,第一作者)
- [J3] S. Qiu*, R. Sacile, M. Sallak, W. Schön. On the application of Valuation-Based Systems in the assessment of the probability bounds of Hazardous Material transportation accidents occurrence. Safety Science, 2015, 72: 83-96. (SCI,第一作者,中科院二区)
- [J2] S. Qiu, M. Sallak*, W. Schön, Z. Cherfi-Boulanger. Availability assessment of railway signalling systems with uncertainty analysis using Statecharts. Simulation Modelling Practice and Theory, 2014, 47:1-18. (SCI,第一作者,中科院二区)
- [J1] S. Qiu*, M. Sallak, W. Schön, Z. Cherfi-Boulanger. Modeling of ERTMS Level 2 as an SoS and Evaluation of its Dependability Parameters Using Statecharts. IEEE Systems Journal, 2014, 8(4): 1169-1181. (SCI,第一作者)
社会兼职
- 中国系统工程学会系统可靠性工程专业委员会
- 中国运筹学会可靠性分会
- 中国现场统计研究会可靠性工程分会
- 中国航空学会可靠性工程分会
- 工程管理学报
- 长沙理工大学学报(自然科学版)
- 全国本科毕业论文(设计)抽检评审专家
- 国家自然科学基金委通讯评审专家
- 2017年第二十届国际自动控制联合会世界大会(IFAC 2017)
- 2018年第十届IFAC技术过程的故障检测、监控和安全性国际会议(IFAC safeprocess 2018)
- 2018年第八届亚太先进可靠性与维修建模国际会议暨质量、可靠性、风险、维修及安全工程国际学术会议(APARM 2018 & QR2MSE 2018)
- 2019年第十届IEEE故障预测与系统健康管理会议(IEEE PHM 2019)
- 2019年第九届质量、可靠性、风险、维修及安全工程国际学术会议(QR2MSE 2019)
- 2020年第十一届IEEE全球可靠性和故障预测与系统健康管理会议(IEEE PHM 2020)
- 2020年第十届质量、可靠性、风险、维修及安全工程国际学术会议(QR2MSE 2020)
- 2023年第九届系统安全保障和可靠性国际研讨会(ISSSR 2023)
- 2024年第六届系统可靠性与安全工程国际会议(SRSE 2024)
荣誉信息
- 第十六届国际可靠性维修性安全性会议(ICRMS 2025)最佳报告奖(获奖人:陈谦,本人系指导教师)
- 第十六届国际可靠性维修性安全性会议(ICRMS 2025)最佳报告奖(获奖人:童思语,本人系指导教师)
- 第六届系统可靠性与安全工程国际会议(SRSE 2024)最佳口头报告奖
- 《上海交通大学学报(英文版)》有突出贡献审稿专家
- 上海交通大学优秀班主任
获奖信息
- 上海市科学技术委员会上海市浦江人才计划
- 上海交通大学SMC-晨星优秀青年学者奖励计划-讲师
- 法国系统工程学会最佳博士论文奖
- 上海交通大学校级一流本科课程(排2)
- 中法学院教学创新大赛二等奖
- 上海交通大学大中学衔接突出贡献奖(排3)
- 上海交通大学上海招生特使团先进小组(排1)