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个人简介

王凯波,博士,博士生导师,2006年在香港科技大学获得博士学位(工业工程与工程管理学),2007年加入清华大学工业工程系,现任教授。 王凯波博士的主要研究方向为统计质量控制以及数据驱动的复杂系统的建模、优化、监视、控制与诊断,并强调融合工程知识与统计方法解决工业实际质量问题。 王凯波博士为美国质量协会认证六西格玛黑带(ASQ CSSBB),已负责完成或在研基金类科研项目共计4项,并主持或参与多项企业委托科研项目。现有科研项目主要以半导体制造或微纳制造系统为研究对象,围绕统计质量控制领域热点学术问题或工业质量控制实际问题展开。曾主持完成的科研课题包括半导体硅片质量改善、太阳能电池及组件质量改善、服务备件需求预测、快递服务质量评价、制鞋质量控制体系设计等项目。现教授本科生《实验设计》,《质量管理与质量控制》,研究生《高等质量管理学》、《应用统计学》,及《工程管理中的定量分析方法》等课程。 所获奖励 2013 年度 清华大学工业工程系 考核校级优秀奖 2013 年度 清华大学工业工程系科研工作优秀奖 2013 年度 清华大学工业工程系教学工作优秀奖 2013.7 清华大学 优秀共产党员 2012 年度 清华大学工业工程系 考核校级优秀奖 2012 年度 清华大学工业工程系科研工作优秀奖 2012.12 清华大学优秀教职工党支部书记 2012.9 第十三届清华大学“良师益友” Link 1 link 2 2012.4 王凯波老师的研究被美国《工业工程师》杂志介绍。Dr. Kaibo Wang's work was featured on "Industrial Engineer". 2011.12 教育部"新世纪优秀人才支持计划" the Program for New Century Excellent Talents in University (NCET) 2011 年度 清华大学工业工程系考核优秀奖 2011 年度 清华大学工业工程系研究生教学工作优秀奖 2011 年度 清华大学工业工程系本科教学工作优秀奖 2010 年度 清华大学工业工程系科研工作优秀奖 2010 年度 清华大学工业工程系考核优秀奖 2009 年度 清华大学工业工程系考核优秀奖 2009 年度 清华大学工业工程系科研工作优秀奖 2009 年度 清华大学工业工程系教学工作优秀奖 2014.6 IIE Transactions 2014 Design & Manufacturing Best Application Paper Award (设计与制造最佳应用论文奖) 2013.10 合作研究(Linmiao Zhang (NUS), Kaibo Wang (Tsinghua), Nan Chen (NUS)) 荣获INFORMS 2013年会QSR分会最佳学生论文奖 2013.10 所指导的博士生包璐璐荣获INFORMS 2013年会QSR分会最佳学生论文竞赛入围奖 2013.7 所指导的硕士生戴晨旭获评为清华大学优秀硕士论文、北京市普通高校优秀毕业生 2012.6 所指导的硕士生韩凯获评为清华大学优秀硕士论文、优秀硕士毕业生 教育背景 2002-2006: 香港科技大学 工业工程与工程管理学 博士 Hong Kong University of Science and Technology, PhD (Industrial Engineering and Engineering Management) 1999-2002: 西安交通大学 机械电子工程 硕士 Xi'an Jiaotong University, Master (Mecha-tronics) 1994-1999: 西安交通大学 机械电子工程 学士 Xi'an Jiaotong University, Bachelor (Mecha-tronics) 工作经历 2016 - 今 清华大学工业工程系 教授 Professor, Department of Industrial Engineering, Tsinghua University 2010 - 2015 清华大学工业工程系 副教授 Associate Professor, Department of Industrial Engineering, Tsinghua University 2007 - 2009 清华大学工业工程系 讲师 Assistant Professor, Department of Industrial Engineering, Tsinghua University 2006 - 2007 香港科技大学 博士后,Research Associate Postdoctoral Research Fellow/Research Associate, Hong Kong University of Science and Technology

研究领域

统计质量控制 数据驱动的制造与服务系统建模与监测 工业大数据

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Qiao Liang, Shyam Ranganathan, Kaibo Wang, & Xinwei Deng (2023) "JST-RR Model: Joint Modeling of Ratings and Reviews in Sentiment-Topic Prediction", Technometrics, 65(1), 57-69. https://doi.org/10.1080/00401706.2022.2063187 Peiyao Liu, Juan Du, Yangyang Zang, Chen Zhang & Kaibo Wang (2022) "Inprofile monitoring for cluster-correlated data in advanced manufacturing system", Journal of Quality Technology, DOI: 10.1080/00224065.2022.2106912 Hao Wu, Kaibo Wang and Lei Xu (2022) "How can age-based vaccine allocation strategies be optimized? A multi-objective optimization framework", Frontiers in Public Health. 2022 Sep 8;10:934891 Dengyu Li, Kaibo Wang (2022) "A Multisource Domain Adaptation Method for Quality Prediction in Small-Batch Production Systems", International Journal of Production Research. 60(20), 6268-6281 Hang Dong, Kaibo Wang (2022) "Interaction Event Network Modeling based on Temporal Point Process", IISE Transactions, 54(7), 630-642. DOI: 10.1080/24725854.2021.1906468 Qiao Liang, Kaibo Wang (2022) "Ratings Meet Reviews in the Monitoring of Online Products and Services", Journal of Quality Technology. 54(2), 197-214. Jun Xu, Zhenglin Liang, Yanfu Li, & Kaibo Wang (2021) "Generalized condition-based maintenance optimization for multi-component systems considering stochastic dependency and imperfect maintenance", Reliability Engineering & System Safety, 211, 107592. Hao Wang, Qiong Zhang, Kaibo Wang and Xinwei Deng (2020) "A Statistics-Guided Approach to Dimensional Quality Characterization of Free-Form Surfaces with an Application to 3D Printing", Quality Engineering. 32(4), 721-7. DOI: 10.1080/08982112.2020.1740258. Hang Dong, Nan Chen, Kaibo Wang (2020) "Modeling and Change Detection for Count-weighted Multi-layer Networks", Technometrics. 62:2, 184-195. Qiao Liang, Kaibo Wang (2020) "Distributed Outlier Detection in Hierarchically Structured Datasets with Mixed Attributes", Quality Technology & Quantitative Management. 17(3), 337-353. Qiao Liang, Kaibo Wang (2019) "Monitoring of User-Generated Reviews via a Sequential Reverse Joint Sentiment-Topic Model", Quality and Reliability Engineering International. 35, 1180-1199. Yangyang Zang, Kaibo Wang (2019) "Robust Profile Alignment Based on Penalized-Spline Smoothing", International Journal of Production Research. 57(10), 2966-2983. Hang Dong, Nan Chen, Kaibo Wang (2017) "Wafer Yield Prediction using Derived Spatial Variables", Quality and Reliability Engineering International. 33, 2327-2342. Hao Wang, Bo Li, Seung Hoon Tong, In-Kap Chang, Kaibo Wang (2018)"A Discrete Spatial Model for Wafer Yield Prediction", Quality Engineering. 30(2), 169-182. DOI: 10.1080/08982112.2017.1328063 Yangyang Zang, Bo Li, Kaibo Wang, Ran Jin (2016)"Unaligned Profile Monitoring using Penalized Methods", Quality and Reliability Engineering International. 32, 2761-2776. Jialing Tao, Kaibo Wang, Bo Li, Liang Liu, Qi Cai (2016) "Hierarchical Models for the Spatial Temporal Carbon Nanotube Height Variations", International Journal of Production Research. 54(21), 6613-6632. Hongyue Sun, Xinwei Deng, Kaibo Wang, Ran Jin(2016) "Logistic Regression for Crystal Growth Process Modeling through Hierarchical Nonnegative Garrote based Variable Selection", IIE Transactions. 28(8), 787-796. Bao, L., Huang, Q., and Wang, K.(2016) "Robust Parameter Design for Profile Quality Control", Quality and Reliability Engineering International, 32, 1059-1070. Wang, K., Jiang, W., and Li, B. (2016) "A Spatial Variable Selection Method for Monitoring Product Surface", International Journal of Production Research, 54(14), 4161-4181. Wang, X., Wu, Su., Wang, K., Deng, X., Liu, L., and Cai, Q. (2016) "A Spatial Calibration Model for Nanotube Film Quality Prediction", IEEE Transactions on Automation Science and Engineering, 13(2), 903-917. Zhang, L., Wang, K. and Chen, N. (2016) "Monitoring Wafer Geometric Quality using Additive Gaussian Processes", IIE Transactions, 48(1), 1-15. Wang, X., Wu, S., and Wang, K. (2015) "A Run-to-Run Profile Control Algorithm for Improving the Flatness of Nano-Scale Products", IEEE Transactions on Automation Science and Engineering, 12(1), 192-203. He, F., Xie, H. and Wang, K. (2015) "Optimal Setup Adjustment and Control of a Process under ARMA Disturbances", IIE Transactions, 47(3), 230-244. Wang, K., Yeh, A. and Li, B. (2014) "Simultaneous Monitoring of Process Mean Vector and Covariance Matrix via Penalized Likelihood Estimation", Computational Statistics and Data Analysis, 78, 206-217. Dai, C., Wang, K. and Jin, R. (2014) "Monitoring Profile Trajectories with Dynamic Time Warping Alignment", Quality and Reliability Engineering International, 30: 815-827. Wang, A., Wang, K. and Tsung, F. (2014) "Statistical Surface Monitoring by Spatial-Structure Modeling", Journal of Quality Technology, 46(4), 359–376. Bao, L., Wang, K. and Wu, T. (2014) "A Run-to-Run Controller for Product Surface Quality Improvement", International Journal of Production Research, 52(15), 4469-4487. Zhang, J., Li, W., Wang, K., and Jin, R. (2014) "Process Adjustment with an Asymmetric Quality Loss Function", Journal of Manufacturing Systems, 33, 159-165. Bao, L., Wang, K. and Jin, R. (2014) "A Hierarchical Model for Characterizing Spatial Wafer Variations", International Journal of Production Research, 52(6), 1827-1842. Wang, K. and Dai, C. (2014) "A Mixed-Effect Model for Analyzing Experiments with Multistage Processes", Quality Technology & Quantitative Management, 11(4), 491-511. Zhou, X., Wang, K. and Zhao, L. (2014) "Variable-Selection-based Epidemic Disease Diagnosis", Communications in Statistics - Simulation and Computation, 43(7), 1595-1610. Wang, K. and Lin, J. (2013) "A Run-to-Run Control Algorithm Based on Timely and Delayed Mixed-Resolution Information", International Journal of Production Research, 51(15), 4704-4717. Han, K. and Wang, K. (2013) "Coordination and Control of Batch-based Multistage Processes", Journal of Manufacturing Systems, 32: 372-381 Wang, K. and Han, K. (2013) "A Batch-based Run-to-Run Process Control Scheme for Semiconductor Manufacturing", IIE Transactions, 45(6): 658-669. Li, B., Wang, K. and Yeh, A. (2013), "Monitoring the Covariance Matrix via Penalized Likelihood Estimation", IIE Transactions 45(2), 132-146. Yeh, A., Li, B. and Wang, K. (2012), "Monitoring Multivariate Process Variability with Individual Observations via Penalized Likelihood Estimation", International Journal of Production Research, 50(22), 6624-6638. Jiang, W., Wang, K. and Tsung, F. (2012). "A Variable-Selection-based Multivariate EWMA Chart for Process Monitoring and Diagnosis." Journal of Quality Technology 44(3), 209-230. Lin J. and Wang, K. (2012). "A Bayesian Framework for Online Parameter Estimation and Process Adjustment using Categorical Observations." IIE Transactions 44, 291-300. Lin J. and Wang, K. (2011). "Online Parameter Estimation and Run-to-Run Process Adjustment Using Categorical Observations." International Journal of Production Research 49(13): 4103-4117. Wang, K. and Tsung, F. (2010). "Recursive Parameter Estimation for Categorical Process Control." International Journal of Production Research 48(5): 1381-1394. Han, D., Tsung, F., Li, Y. and Wang, K. (2010). "A Nonlinear Filter Control Chart for Detecting Dynamic Changes." Statistica Sinica 20: 1077-1096. Wang, K. and Tsung, F. (2009). "An Adaptive Dimension Reduction Scheme for Monitoring Feedback Controlled Processes." Quality and Reliability Engineering International 25: 283–298. Wang, K. and Jiang, W. (2009). "High-Dimensional Process Monitoring and Fault Isolation via Variable Selection." Journal of Quality Technology 41(3): 247-258. Shang, Y., Wang, K. and Tsung, F. (2009). "An Improved Run-to-Run Process Control Scheme for Categorical Observations with Misclassification Errors." Quality and Reliability Engineering International 25: 397-407. Lu, J. C., Jeng, S. L. and Wang, K. (2009). "A Review of Statistical Methods for Quality Improvement and Control in Nanotechnology." Journal of Quality Technology 41(2): 148-164. He, F., Wang, K. and Jiang, W. (2009). "A General Harmonic Rule Controller for Run-to-Run Process Control." IEEE Transactions on Semiconductor Manufacturing 22(2): 232-244. Wang, K. and Tsung, F. (2008). "An Adaptive T2 Chart for Monitoring Dynamic Systems." Journal of Quality Technology 40: 109-123. Wang, K. and Tsung, F. (2007). "Run-to-Run Process Adjustment Using Categorical Observations." Journal of Quality Technology 39(4): 312-325. Wang, K. and Tsung, F. (2007). "Monitoring Feedback-Controlled Processes Using Adaptive T2 Schemes." International Journal of Production Research 45(23): 5601-5619. Jeng, S. L., Lu, J. C. and Wang, K. (2007). "A Review of Reliability Research on Nanotechnology." IEEE Transactions on Reliability 56(3): 401-410. Han, D., Tsung, F., Hu, X. and Wang, K. (2007). "CUSUM and EWMA Multi-Charts for Detecting a Range of Mean Shifts." Statistica Sinica 17(3): 1139-1164. Wang, K. and Tsung, F. (2005). "Using Profile Monitoring Techniques for a Data-rich Environment with Huge Sample Size." Quality and Reliability Engineering International 21: 677-688.

学术兼职

领域服务 Professional Service 2023.7-今 全国统计方法应用标准化技术委员会精益六西格玛方法及其应用工作组委员(SAC/TC21/WG1) 2023.5-今 机械工程学会工业工程分会副主任委员 Vice Chairman, Industrial Engineering Institution, Chinese Mechanical Engineering Society 2020.4-今 清华大学万科公共卫生与健康学院副院长兼党工组组长 Vice Dean, School of Public Health, Tsinghua University 2018.11-2020.06 清华大学研究生院副院长(培养、专硕) Associate Dean, Graduate School of Tsinghua University 2018.11-今 教育部高等学校工业工程类专业指导委员会秘书长 Secretary, MoE Higher-Education Steering Committee for Industrial Engineering 2015.11-2019.4 工业工程系副主任(主管教学) Vice Head on Education 2014.6-2015.11 工业工程系党委副书记 (主管学生工作) 2014.9-2015.9 工业工程系工会副主席 2016-2018 清华大学教学顾问组成员 Teaching Advisory Committee, Tsinghua University 2012-2014 清华大学教学顾问组专家成员 Teaching Advisory Committee, Tsinghua University 2011.5-2014.6 工业工程系教工党支部书记 2011.3-2017. 工业工程系工程系统研究所副所长 2011.1-2018.12 工业工程系党委委员 2010.8-2013.3 工业工程系研究生工作组组长 Postgraduate Coordinator 期刊编辑 Editorship 2023.8-2028.7 领域主编,《工业工程》 2023-present, Editorial Board, "Quality and Reliability Engineering International" 2021-present, Associate Editor, "INFORMS Journal on Data Science" 2017-2022, Editorial Board, "Journal of Manufacturing Systems" 2018.8-present, Department Editor, "IISE Transactions" 2017.2-2020.1, Associate Editor, "IISE Transactions" 2015.1-2018.12 Editorial Review Board, "Journal of Quality Technology" 2017.1-present Editorial Review Board, "Quality Engineering" 2013-present Associate Editor, "Journal of Industrial and Production Engineering" (previously JCIIE) 2010-2012, 2013-2015, 2016-2018 副主编 《质量技术与定量管理》 Associate Editor “Quality Technology & Quantitative Management (QTQM)”, SCIE indexed 2011-2012 副主编,《亚洲工业与系统工程学刊》 Associate Editor, "Journal of Industrial and Production Engineering" (Previously JCIIE) 2007-2010 编委,《工业工程学刊》 Editorial Board, "Journal of the Chinese Institute of Industrial Engineers (JCIIE)" 2007-2009 级主任(工5) UG Coordinator (classes IE51&IE52)

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