邱思琦
副教授
siqiqiu@sjtu.edu.cn
021-54740100
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
- 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
- 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
- 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
- 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
科研项目
- 上海齐耀科技集团有限公司,低硫燃油供油系统可靠性评估和优化
- 上海申通地铁集团有限公司,上海地铁自动扶梯智能化运维的技术与管理研究
- 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
- 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
- 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
- 国家重点研发计划,制造服务体系架构标准研究
- 国家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
- 国家科技重大专项,XX燃气轮机健康管理技术基础研究
- 国家自然科学基金,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
- 国家自然科学基金,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
论文信息
- [J22] 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. (第一作者,中科院三区)
- [J21] 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. (第一作者,中科院三区)
- [J20] 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. (第一作者,中科院三区)
- [J19] 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. (第一作者,中科院二区)
- [J18] 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. (第一作者,中科院二区)
- [J17] 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. (第一作者,中科院二区)
- [J16] 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. (通讯作者,中科院二区)
- [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. (通讯作者,中科院二区)
- [J14] 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. (第一作者,中科院二区)
- [J13] 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. (第一作者,中科院一区)
- [J12] 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. (共同一作,中科院一区)
- [J11] 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. (共同一作,共同通讯,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. (第一作者,中科院一区)
- [J9] 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. (第一作者,中科院一区)
- [J8] 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. (第一作者,中科院一区)
- [J7] 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. (第一作者,中科院一区)
- [J6] 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. (第一作者,中科院一区)
- [J5] 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. (第一作者,中科院一区))
- [J4] 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. (第一作者,中科院一区))
- [J3] 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. (第一作者,中科院一区)
- [J2] 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. (共同通讯,中科院一区)
- [J1] 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. Accepted. 2024. (共同通讯,中科院一区))
- [C10] B. Liu, S. Qiu*, M. Li. Simultaneous Scheduling Strategy: A Novel Method for Flexible Job Shop Scheduling Problem. IEEE Congress on Evolutionary Computation (CEC 2020), Glasgow, UK, July 19-24, 2020. (EI)
- [C9] H. Fan*, X. Luo, Z. Sun, X. Yuan, S. Qiu. Multi-model fusion based on Stacking: a predictive model for the price trend of natural rubber. IEEE 16th International Conference on Automation Science and Engineering (CASE 2020), Hong Kong, China, August 20-21, 2020. (EI)
- [C11] Y. Shi*, Z. Guan, S. Qiu. A heuristic for a special kind of multi-type component assignment problem. 10th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2020), Xi’an, China, October 8-11, 2020. (EI)
- [C12] Z. Guan, Y. Shi, S. Qiu*. A Birnbaum Importance and regression analysis based heuristic algorithm for multi-type component assignment problem. 10th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2020), Xi’an, China, October 8-11, 2020. (EI)
- [C13] W. He*, H. Fan, Z. Sun, X. Yuan, S. Qiu. Online PHM system for bearings based on time-frequency analysis and CNN transfer learning. 49th International Conference on Computers and Industrial Engineering (CIE 2019), Beijing, China, October 18-21, 2019. (EI)
- [C14] Y. Qu*, X. Ming, S. Qiu, Z. Liu, X. Zhang, Z. Hou. A framework for smart manufacturing systems based on the stakeholders' value. 2018 IEEE International Conference on Advanced Manufacturing (ICAM 2018), Yunlin, Taiwan, China, November 16-18, 2018. (EI)
- [J11] X. Li, Z. Wu*, M. Goh, S. Qiu. Ontological knowledge integration and sharing for collaborative product development. International Journal of Computer Integrated Manufacturing, 2018, 31(3): 275-288.
- [J10] Y. Qu*, X. Ming, S. Qiu, Z. Liu, X. Zhang, Z. Hou. Integrating fuzzy Kano model and fuzzy analytic hierarchy process to evaluate requirements of smart manufacturing systems. Concurrent Engineering-Research and Applications. 2019, 27(3): 201-212.
- [J9] Y. Qu*, X. Ming, S. Qiu, M. Zheng, Z. Hou. An Integrative Framework for Online Prognostic and Health Management Using Internet of Things and Convolutional Neural Network. Sensors, 2019, 19(10): 2338.
- [J8] Y. Qu, X. Ming*, S. Qiu, Z. Liu, X. Zhang, Z. Hou. Process optimization through closed-loop Kaizen with discrete event simulation: A case study in China. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 2021, 235(3): 568-579.
- [J7] Z. Liu, X. Ming*, S. Qiu, Y. Qu, X. Zhang. A framework with hybrid approach to analyse system requirements of smart PSS toward customer needs and co-creative value propositions. Computers & Industrial Engineering, 2020, 139: 105776. (中科院二区)
- [J6] Z. Sun*, T. Zuo, D. Liang, X. Ming, Z. Chen, S. Qiu. GPHC: A heuristic clustering method to customer segmentation. Applied Soft Computing, 2021, 111: 107677. (中科院二区)
- [J5] P.Z.H. Sun*, J. You, S. Qiu, E.Q. Wu, P. Xiong, A. Song*, H. Zhang, T. Lu. AGV-Based Vehicle Transportation in Automated Container Terminals: A Survey. IEEE Transactions on Intelligent Transportation Systems. Accepted. 2022. (中科院一区)
- [J4] H. Jiang, J. You, Z. Chen, Y. Shi, S. Qiu, X. Ming*, P. Z. H. Sun. Preliminary Exploration for Long-Distance Non-Standardized Delivery. IEEE Transactions on Intelligent Transportation Systems. 2023. Accepted. (中科院一区)
- [C1] Y. Shi, W. Chao, Y. Wang, X. Lu, and S. Qiu*. The Extended BITA-ZK Heuristic for Multi-type Component Assignment Problems under Parametric Uncertainty. The 9th International Symposium on System Security, Safety, and Reliability (ISSSR 2023), Hangzhou, China, June 10-11, 2023. (EI)
- [J13] 石易达,王海峰,明新国,邱思琦*。考虑有限维修人员及多种依赖性的制造系统双阈值群体维护决策。工业工程与管理,2023,已录用。(中文核心)
- [J14] 兰允川,廖小强,邱思琦*。考虑维修人员约束的港口起重机轴承群体视情维修。工业工程与管理,2022,已录用。(中文核心)
- [J15] 王睿瑞,陈芃樾,周彤彤*,邱思琦。基于数字孪生的船用燃气轮机健康管理工业互联网平台。热能动力工程。2022, 37(12) :189-196. (中文核心)
- [J16] 王昊,肖慧灵,王丽亚*,邱思琦。一种基于改进迁移策略与膨胀卷积神经网络的轴承故障诊断方法。工业工程与管理。2022, 27(01): 94-101. (中文核心)
- [J17] 卢明磊,邱思琦*,明新国,和伟辉。考虑人员疲劳强度的井下作业车辆设备预防性维护决策。工业工程与管理。2021, 26(5): 18-28. (中文核心)
- [J18] 王昊,邱思琦,王丽亚*。结合深度自编码与强化学习的轴承健康评估方法。工业工程与管理。2021, 26(3): 89-95. (中文核心)
- [J19] 潘杨,明新国*,尹导,邱思琦,周新杰。基于船舶全生命周期的创新生态系统运作机制研究。机械设计与研究。2019, 35(6): 163-167+178. (中文核心)
- [J20] 郑义健,邱思琦*,明新国,刘志文。O2O模式下工业品供应商的评价选择。机械设计与研究。2018, 34(1): 164-171. (中文核心)
- [J12] X. Li, X. Ming, W. Song*, S. Qiu, Y. Qu, and Z. Liu. A fuzzy technique for order preference by similarity to an ideal solution-based quality function deployment for prioritizing technical attributes of new products. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 2016, 230(12): 2249-2263.
- [C2] Y. Lan, S. Qiu, X. Liao, H. Xiao. Opportunity Group Maintenance Model of Port Crane Bearings Based on Equipment Status. 12th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2022), Emeishan, China, July 27-30, 2022. (EI)
- [C3] T. Lu*, Z. Sun, S. Qiu, X. Ming. Time window based genetic algorithm for multi-AGVs conflict-free path planning in automated container terminals. IEEE International Conference on Industrial Engineering and Engineering Management (IEEM 2021), Singapore, Singapore, December 13-16, 2021. (EI)
- [C4] X. Luo*, Z. Sun, S. Qiu. Ant Colony System Based Drone Scheduling For Ship Emission Monitoring. IEEE Congress on Evolutionary Computation (IEEE CEC 2021), Kraków, Poland, June 28-July 1, 2021. (EI)
- [C5] X. Chen*, G. Jin, M. Lu, S. Qiu, D. Yu. Direct Remaining Useful Life Estimation Based on Random Forest Regression. IEEE Global Reliability and Prognostics & Health Management Conference (PHM-2020), Shanghai, China, October 16-18, 2020. (EI)
- [C6] M. Lu*, S. Qiu, X. Chen, C. Kong, Y. Cheng. A Hyper-ellipsoidal Support Vector Data Description incremental learning method for bearing fault diagnosis. IEEE Global Reliability and Prognostics & Health Management Conference (PHM-2020), Shanghai, China, October 16-18, 2020. (EI)
- [C7] Y. Pan*, X. Ming, S. Qiu. Matching of R&D Resources for Complex Products Based on the Two-Sided Matching Theory. 6th International Conference on Industrial and Business Engineering (ICIBE 2020), Macau, Macao, September 27-29, 2020. (EI)
- [C8] M. Li*, Z. Sun, W. He, S. Qiu, B. Liu. Rolling bearing fault diagnosis under variable working conditions based on joint distribution adaptation and SVM. 2020 International Joint Conference on Neural Networks (IJCNN 2020), Glasgow, UK, July 19-24, 2020. (EI)
社会兼职
- 中国运筹学会可靠性分会
- 中国系统工程学会系统可靠性工程专业委员会
- 中国现场统计研究会可靠性工程分会
- 国家自然科学基金委通讯评审专家
- 长沙理工大学学报(自然科学版)
- 2023年第九届系统安全保障和可靠性国际研讨会(ISSSR 2023)
- 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)
- 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)
- 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)
- 2017年第二十届国际自动控制联合会世界大会(IFAC 2017)
荣誉信息
- 《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
- 法国系统工程学会最佳博士论文奖
- 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
- 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