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个人简介

李彦夫,清华大学工业工程系教授,清华大学质量与可靠性研究院院长。2011-2016年任教于法国巴黎中央理工与高等电力学院。长期致力于系统可靠性、预测性维护(PdM)方法的研究,以及将其应用于高铁、电信、软件等系统,取得了一系列原创性学术成果。代表性论文发表在《Production and Operations Management》、《INFORMS Journal on Computing》、《IEEE Transactions》系列、《IISE Transactions》等国际著名期刊,论文总被引用4000余次,H-index = 34,ESI高被引3篇,入选Elsevier 2019-2021年中国高被引学者榜单。主持国家自然科学基金委、科技部、市场监管总局等多个部委重点项目与课题,授权专利6项,与华为、南方电网、国家能源集团等头部企业开展长期合作研究,取得了较为明显的社会经济效益,获得省部级科技进步2等奖1项。获得IEEE与IISE高级会员(Senior Member),法国研究指导资格 (Habilitation à diriger des Recherches),法国大学正教授资格(Qualification aux fonctions de professeurs des universités)等资格。担任可靠性旗舰期刊《IEEE Transactions on Reliability》副主编、《IEEE Transactions on Industrial Informatics》、《Reliability Engineering & Systems Safety》客座编辑、中国系统工程学会系统可靠性专委会副主任委员、多个知名国际会议联合主席、中国质量奖评审专家。 教育背景 2005.08 – 2009.08:新加坡国立大学,工业与系统工程,博士 2001.09 – 2005.06:武汉大学,软件工程,工学学士;生命科学,辅修 工作经历 2016.09 - 今: 清华大学工业工程系,教授 2011.01 - 2016.08:法国巴黎中央理工-高等电力学院,助理教授-教授 2009.11 - 2010.10:美国田纳西大学,工业与信息工程系,博士后 2009.08 - 2009.10:新加坡国立大学,工业与系统工程系,研究工程师 主要获奖及荣誉称号 2021:Elsevier 2020年度中国高被引学者 2020:清华大学第十七届“良师益友” 2020:清华-华为联合研究院年度优秀技术合作成果奖“星辰奖” 2020:Elsevier 2019年度中国高被引学者 2020:2019年度 清华大学工业工程系 考核校级优秀奖 2019:清华大学学生社会实践 优秀指导教师 2015:法国研究指导资格(Habilitation à diriger des Recherches, HDR) 2014:IEEE Senior Member 2011:国家示范性软件学院十佳本科毕业生 2010: IEEE TMC新加坡分会,最佳学生论文奖

研究领域

系统可靠性 预测性维护(Predicative Maintenance, PdM) 质量政策

近期论文

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可靠性建模与评估 S. Jiang, Y.F. Li*. 2020. Time-variant fatigue reliability evaluation of riveted lap joint under stationary random loading. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability. 234(4), 567-578. Z. Chi, R. Chen, S. Huang, Y.F. Li*, B. Zhou, W. Zhang. 2020. Multi-state system modeling and reliability assessment for groups of highspeed train wheels. Reliability Engineering and System Safety. 202, 107026. 李彦夫,门天立. 2019. 列车车轮多边形磨损及其噪音研究综述. 振动、测试与诊断. 39(6), 1113-1152. S. Wang, Y.F. Li*, Y. Wang. 2018. Hybrid uncertainty model for multi-state systems and linear programming-based approximations for reliability assessment. IISE Transactions. 50 (12), 1058- 1075. (Featured article) Y.H. Lin, Y.F. Li*, E. Zio. 2018. A Comparison between Monte Carlo Simulation and Finite-Volume Scheme for Reliability Assessment of Multi-State Physics Systems. Reliability Engineering & System Safety. 174, 1-11. D. Tellbach, Y.F. Li*. 2018. Cyber-Attacks on Smart Meters in Household Nanogrid: Modeling, Simulation and Analysis. Energies. 11(2), 316. E.M. Larsen, Y. Ding, Y.F. Li, E. Zio. Definitions of Generalized Multi-Performance Multi-State k-out-of-n System and its Reliability Evaluations. Reliability Engineering & System Safety (accepted). I. Abdin, Y.F. Li*, E. Zio. 2017. Risk Assessment of Power Transmission Network Failures in a Uniform Pricing Electricity Market Environment. Energy. 138, 1042-1055. H.D. Mo, Y.F. Li*, E. Zio. 2016. A System-of-Systems Framework for the Reliability Analysis of Distributed Generation System Accounting for the Impact of Degraded Communication Networks. Applied Energy. 183, 805-822. Y.H. Lin, Y.F. Li*, E. Zio. 2016. Reliability Assessment of Systems Subject to Dependent Degradation and Random Shock Processes. IIE Transactions. 48(11), 1072-1085. (Featured article) Y.H. Lin, Y.F. Li, E. Zio. 2016. A Reliability Assessment Framework for Systems with Degradation Dependency by Combining Binary Decision Diagrams and Monte Carlo Simulation. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 46(11), 1556-1564. Y.H. Lin, Y.F. Li, E. Zio. 2016. Component Importance Measures for Components with Multiple Dependent Competing Degradation Processes and Subject to Maintenance. IEEE Transactions on Reliability. 65(2), 547-557. Y.H. Lin, Y.F. Li*, E. Zio. 2015. Fuzzy Reliability Assessment of Systems with Multiple Dependent Competing Degradation Processes. IEEE Transactions on Fuzzy Systems. 23(5), 1428-1438. Y.F. Li*, S. Valla, E. Zio. 2015. Reliability Assessment of Generic Geared Wind Turbines by GTST-MLD Model and Monte Carlo Simulation. Renewable Energy. 83, 222-233. Y.H. Lin, Y.F. Li*, E. Zio. 2015. Integrating Random Shocks into Multi-State Physics Models of Degradation Processes for Component Reliability Assessment. IEEE Transactions on Reliability. 64(1), 154-166. Y.F. Li, R. Peng. 2014. Availability modeling and optimization of dynamic multi-state series–parallel systems with random reconfiguration. Reliability Engineering & System Safety. 127, 47-57. Y.F. Li*, Y. Ding, E. Zio. 2014. Random Fuzzy Extension of the Universal Generating Function Approach for the Reliability Assessment of Multi-State Systems under Aleatory and Epistemic Uncertainties. IEEE Transactions on Reliability. 63(1), 13 - 25. Z. Yang, Y.X. Chen, Y.F. Li, E. Zio, R. Kang. 2014. Smart Electricity Meter Reliability Prediction based on Accelerated Degradation Testing and Modeling. International Journal of Electrical Power & Energy Systems. 56, 209-219. Y.F. Li*, E. Zio, Y.H. Lin. 2012. A Multistate Physics Model of Component Degradation Based on Stochastic Petri Nets and Simulation. IEEE Transactions on Reliability. 61(4), 921-931. Y.F. Li*, E. Zio. 2012. A Multi-State Model for the Reliability Assessment of a Distributed Generation System via Universal Generating Function. Reliability Engineering & Systems Safety. 106, 28–36. Y.F. Li*, E. Zio. 2012. Uncertainty Analysis of the Adequacy Assessment Model of a Distributed Generation System. Renewable Energy. 41, 235-244. Y. Ding, E. Zio, Y.F. Li, L. Cheng, Q. W. Wu. 2012. Definition of Multi-state Weighted k-out-of-n: F Systems. International Journal of Performability Engineering. 8(2), 217-219. Y.F. Li, R. Peng. 2015. Service Reliability Modeling of Distributed Computing Systems with Virus Epidemics. Applied Mathematical Modelling. 39(18), 5681-5692. C.T. Lin, Y.F. Li*. 2014. Rate-Based Queueing Simulation Model of Open Source Software Debugging Activities. IEEE Transactions on Software Engineering. 40(11), 1075 – 1099. Y.S. Dai, Y.P. Xiang, Y.F. Li, L.D. Xing. 2011. Consequence Oriented Self-Healing and Autonomous Diagnosis for Highly Reliable Systems and Software. IEEE Transactions on Reliability. 60(2), 369 – 380. X. Li, Y.F. Li, M. Xie, S.H. Ng. 2011. Reliability analysis and optimal version-updating for open source software. Information and Software Technology. 53(9), 929-936. R. Peng, Y.F. Li, W.J. Zhang, Q.P. Hu. 2014. Testing effort dependent software reliability model for imperfect debugging process considering both detection and correction. Reliability Engineering & System Safety 126, 37–43. R. Peng, Y.F. Li*, J.G. Zhang, X. Li. 2015. A risk-reduction approach for optimal software release time determination with the delay penalty cost. International Journal of Systems Science. 46(9), 1628-1637. 可靠性、风险与维修决策优化 Y. Xue, Y.F. Li*. 2020. Multi-objective Integer Programming Approaches for Solving the Multicriteria Test-suite Minimization Problem: Towards Sound and Complete Solutions of a Particular Search-based Software-engineering Problem. ACM Transactions on Software Engineering and Methodology, 29(3), Article 20. S.M. Wang, Y.F. Li*, T. Jia. 2020. Distributionally Robust Design for Redundancy Allocation. INFORMS Journal on Computing, 32(3), pp. 620-640. M. Du, Y.F. Li*. 2020. An investigation of new local search strategies in memetic algorithm for redundancy allocation in multi-state series-parallel systems. Reliability Engineering and System Safety. 195, 106703. H. Wu, Y.F. Li*. 2020. Optimal inspection and maintenance for a repairable k-out-of-n: G warm standby system. Reliability Engineering and System Safety. 193, 106669. S. Zhang, M.Y. Du, J.J. Tong, Y.F. Li*. 2019. Multi-objective Optimization of Maintenance Program in Multi-unit Nuclear Power Plant Sites. Reliability Engineering & System Safety, 188, 532-548. M.X. Sun, Y.F. Li*, E. Zio. 2019. On the Optimal Redundancy Allocation for Multi-State Series-Parallel Systems under Epistemic Uncertainty. Reliability Engineering & System Safety 192, 106019. H. Long, Z.J. Zhang, M.X. Sun, Y.F. Li. 2018. A Data-Driven Robust Optimization Model for Wind Farm Operations. Energy. 149, 485-495. Y.H. Lin, Y.F. Li*, E. Zio. 2018. A Framework for Modeling and Optimizing Maintenance in Systems Modeled by Piecewise-Deterministic Markov Processes Considering Epistemic Uncertainty. IEEE Transactions on Industrial Informatics. 14(1), 210-220. R. Mena, M. Hennebel, Y.F. Li, E. Zio. 2016. A multi-objective optimization framework for risk-controlled integration of renewable generation into electric power systems. Energy. 106, 712-727. R. Rocchetta, Y.F. Li*, E. Zio. 2015. Risk Assessment and Risk-Cost Optimization of Distributed Power Generation Systems Considering Extreme Weather Conditions. Reliability Engineering & System Safety. 136, 47-61. R. Mena, M. Hennebel, Y.F. Li, C. Ruiz, E. Zio. 2014. A Risk-Based Simulation and Multi-Objective Optimization Framework for the Integration of Distributed Renewable Generation and Storage. Renewable & Sustainable Energy Reviews. 37, 778-793. R. Mena, M. Hennebel, Y.F. Li, E. Zio. 2014. A self-adaptable hierarchical clustering differential evolution for optimal integration of renewable distributed generation. Applied Energy. 133, 388-402. E. Kuznetsova, Y.F. Li, C. Ruiz, E. Zio. 2014. An integrated framework of agent-based modelling and robust optimization for microgrid energy management. Applied Energy. 129, 70 – 88. E. Kuznetsova, C. Ruiz, Y.F. Li, E. Zio. 2015. Analysis of robust optimization for decentralized microgrid energy management under uncertainty. International Journal of Electrical Power and Energy Systems. 64, 815-832. Y.F. Li*, N. Pedroni, E. Zio. 2013. A Memetic Evolutionary Multi-Objective Optimization Method for Environmental Power Unit Commitment. IEEE Transactions on Power Systems. 28(3), 2660 – 2669. E. Kuznetsova, Y.F. Li, C.R. Mora, E. Zio, G. Ault, K. Bell. 2013. Reinforcement learning for microgrid energy management. Energy. 59, 133–146. Y.F. Li*, G. Sansavini, E. Zio. 2013. Non-Dominated Sorting Binary Differential Evolution for the Multi-Objective Optimization of Cascading Failures Protection in Complex Networks. Reliability Engineering & System Safety. 111, 195–205. Y.F. Li*, S.H. Ng, M. Xie, T.N. Goh. 2010. A Systematic Comparison of Metamodeling Techniques for Simulation Optimization in Decision Support Systems. Applied Soft Computing. 10, 1257-1273. 机器学习与PHM Z. Chi, T. Zhou, S. Huang, Y.F. Li* (2020). A data-driven approach for the health prognosis of high-speed train wheels. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 234(6), 735-747. H. Meng, Y.F. Li*. 2019. A review on prognostics and health management (PHM) methods of lithium-ion batteries. Renewable and Sustainable Energy Reviews. 116, 109405. R. Ak, Y.F. Li., V. Vitelli, E Zio. 2018. Adequacy Assessment of a Wind-Integrated System Using Neural Network-based Interval Predictions of Wind Power Generation and Load. International Journal of Electrical Power & Energy Systems. 95, 213-226. J. Huang, J. W. Keung, F. Sarro, Y.F. Li, Y.T. Yu, W.K. Chan, H. Sun. 2017. Cross-validation based K nearest neighbor imputation for software quality datasets: An empirical study. Journal of Systems and Software. 132, 226-252. J. Liu, Y.F. Li., E. Zio, E. 2017. A SVM framework for fault detection of the braking system in a high speed train. Mechanical Systems and Signal Processing. 87, 401-409. J.L. Huang, Y.F. Li, M. Xie. 2015. An empirical analysis of data preprocessing for machine learning-based software cost estimation. Information and Software Technology. 67(c), 108-127. R. Ak, Y.F. Li., V. Vitelli, E. Zio, E. L. Droguettc, C. M. C. Jacintod. 2013. NSGA-II-Trained Neural Network Approach to the Estimation of Prediction Intervals of Scale Deposition Rate in Oil & Gas Equipment. Expert Systems with Applications. 40(4), 1205-1212. Y.F. Li*, M. Xie, T.N. Goh. 2010. Adaptive ridge regression system for software cost estimating on multi-collinear datasets. Journal of Systems and Software. 83(11), 2332-2343. Y.F. Li*, M. Xie, T.N. Goh. 2009. A Study of the Non-linear Adjustment for Analogy Based Software Cost Estimation. Empirical Software Engineering. 14(6), 603-643. Y.F. Li*, M. Xie, T.N. Goh. 2009. A Study of Mutual Information Based Feature Selection for Case Based Reasoning in Software Cost Estimation. Expert Systems with Applications. 36(3), 5921-5931. Y.F. Li*, M. Xie, T.N. Goh. 2009. A Study of Project Selection and Feature Weighting for Analogy Based Software Cost Estimation. Journal of Systems and Software. 82(2), 241-252. 专著章节 H. Meng, Y.F. Li. 2020. State of Health Prognostics of Lithium-Ion Batteries, in Stochastic Models in Reliability Engineering. ed. Lirong Cui, Ilia Frenkel, Anatoly Lisnianski. CRC Press Taylor & Francis Group. Y.H. Lin, Y.F. Li, E. Zio. 2018. Reliability Assessment of Systems with Dependent Degradation Processes Based on Piecewise-Deterministic Markov Process. In Recent Advances in Multi-state Systems Reliability, Page: 213-225. Springer, Cham. Y.F. Li, E. Zio. 2018. RAMS Optimization Principles, in Handbook of Safety Principles. ed. Niklas Moller, Sven Ove Hansson, Jan-Erik Holmberg, Carl Rollenhagen. John Wiley & Sons, NJ, USA. Y.F. Li, E. Zio, Y.H. Lin. 2012. Methods of Solutions of Inhomogeneous Continuous Time Markov Chains for Degradation Process Modeling, in Applied Reliability Engineering and Risk Analysis. Probabilistic Models and Statistical Inference. Dedicated to the Centennial of the birth of Boris Gnedenko, renowned Russian mathematician and reliability theorist. ed. Alex Karagrigoriou, Anatoly Lisnianski, Andre Kleyner, Ilia Frenkel. Wiley. C.J. Xiong, Y.F. Li, M. Xie, S.H. Ng, T.N. Goh. 2009. Service Reliability and Availability Analysis of Distributed Software Systems Considering Malware Attack, in Advances in Software Engineering, vol. 36 of Communications in Computer and Information Science. Springer Berlin Heidelberg. Page: 313-320. ISSN: 1865-0929. (ISTP) Y.F. Li, J. Liu. 2005 Predicting Subcellular Localization of Proteins Using Support Vector Machine with N-Terminal Amino Composition. in Advanced Data Mining and Applications, vol. 3584 of Lecture Notes in Computer Science. Springer Berlin Heidelberg, Page: 618-625. ISSN: 0302-9743. (ISTP) 顶会文章 Y. Xue, Y.F. Li*. Multi-objective integer programming approaches for solving optimal feature selection problem. 40th International Conference on Software Engineering (ICSE40), May 27-June 3, 2018, Gothenburg, Sweden.

学术兼职

领域服务 2020.05-2021.05清华大学国际合作与交流处 副处长(挂职) 2018.12 – 今 清华大学质量与可靠性研究院副院长、执行副院长 2017.07 – 今 清华大学系统运作与数字化管理研究所所长 学术兼职 《IEEE Transactions on Reliability》副主编 《IEEE Transactions on Industrial Informatics》客座主编 《Reliability Engineering & Systems Safety》客座主编 中国航空学报青年编委 《Journal of Polish Safety and Reliability Association》编委 IEEE Reliability Society, 管理委员会委员(AdCom member) IEEE Transportation Electrification Community,指导委员会委员(Steering Committee member) 中国系统工程学会系统可靠性专委会副主任委员 中国运筹学学会可靠性分会常务理事 中国优选法统筹法与经济数学研究会工业工程分会常务理事 中国人工智能学会不确定性分会常务理事 全国电工电子产品可靠性与维修性标准化技术委员会(SAC/TC24)委员

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