Jianguo Wu(吴建国)
长聘副教授,研究员,博士生导师
Department of Industrial Engineering and Management
Peking University
Beijing, China
Education
Ph.D | 08/2015 | Industrial & Systems Engineering | University of Wisconsin-Madison, Madison, WI. |
M.S. | 5/2014 | Statistics | University of Wisconsin-Madison, Madison, WI. |
M.S. | 05/2011 | Mechanical Engineering | Purdue University, West Lafayette, IN |
B.S. | 07/2009 | Mechanical Engineering | Tsinghua University, Beijing, China |
Working Experiences
01/2024-present | Associate Professor (长聘副教授), 研究员, Department of Industrial Engineering and Management, Peking University |
12/2017-12/2023 | 研究员, Department of Industrial Engineering and Management, Peking University |
08/2015-12/2017 | Assistant Professor (tenure track), Department of Industrial, Manufacturing and Systems Engineering, Electrical and Computer Engineering (affiliated), Computational Science Program, University of Texas at El Paso |
09/2011-08/2015 | Graduate Research Assistant , Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Advisor: Prof. Shiyu Zhou |
08/2009-05/2011 | Graduate Research Assistant , School of Mechanical Engineering, Purdue University, Advisor: Prof. Ashlie Martini |
Research Interests
My research focuses on engineering-informed machine learning and data analytics for intelligent manufacturing and complex systems.
- Data analytics for manufacturing system improvement: metal matrix nanocomposites fabrication; 3D printing, steel manufacturing; quality characterization and quantification; nondestructive inspection; modeling, monitoring and analysis for quality control and process improvement.
- Data-driven fault detection, diagnostics and prognostics of complex systems: integration of machine learning, statistical modeling and reliability theory for anomaly detection, diagnostics and prognostics of smart and connected systems, e.g., aero-engines.
- Data analytics methodology development: deep learning; online change-point detection; steady-state detection; Bayesian inference; state-space models; sequential Monte Carlo techniques; high-dimensional data fusion and monitoring; Gaussian process.
Teaching
- Machine Learning Fundamentals, undergraduate, Peking University
- Probability Theory, undergraduate (力学强基计划), Peking University
- Industrial Data Analytics, Master of Engineering Management (MEM), Peking University
- Supply Chain Management, MEM, Peking University
- Applied Stochastic Models, graduate, Industrial Engineering, Peking University
- Experimental Design and Data Analysis, graduate, Industrial Engineering, Spring 2019, Peking University
- Probability and Mathematical Statistics, undergraduate (元培), FALL 2018/2019, Peking University
- IE/SE/MFG5314: Robotics and Flexible Automation, graduate level, Fall 2016, 2017, UTEP
- MFG5359: Computer Aided Manufacturing, graduate, Spring 2016, 2017, UTEP
- IE4395, IE/MFG 5390 : Introduction to Industrial Data Analytics, graduate, Fall 2015,2016, 2017, Spring 2017
Honors & Awards
- Excellent Teaching Team Award (优秀教学团队奖,工程数据分析与优化团队),Peking University,2024
- Excellent Supervisor Award (优秀导师奖), College of Engineering, Peking University, 2023
- Excellent Teaching Award (教学优秀奖),Peking University, 2022
- MEM Outstanding Mentor Award (工程管理硕士项目十周年卓越导师奖),College of Engineering, Peking University, 2022
- 教学改革项目一等奖,College of Engineering, Peking University,2021
- Best Instructor Award (最佳指导教师奖), National Engineering Management Professional Degree Graduate Education Steering Committee, 2021
- Excellent Moral Education Award (优秀德育奖), Peking University, 2021
- P&G Faculty Fellowship (宝洁教师奖), Peking University, 2020
- Best Organizer of Symposium and Session Award, 2019 Manufacturing Science and Engineering Conference (MSEC), The Manufacturing Engineering Devision of ASME, 2019
- Featured Article in Industrial and Systems Engineer (IISE) Magazine, 2018
- “The Thousand Talents Plan” for Distinguished Young Scholars(千人计划青年项目), the Organization Department of China, 2017
- STARS Award , University of Texas Systems, 2015.
- NSF Travel Grant , ISERC Conference, 2015, Nashville, TN
- Best Student Paper Award Finalist, Quality Control and Reliability Engineering (QCRE) Division of ISERC,
Nashville, Tennessee, 06/2015. - NSF Travel Grant , ISERC Conference, 2014, Montreal, Canada
- Richard S. and Harriet K. Fein Scholarship, University of Wisconsin-Madison, 2014-2015.
- E. Wayne Kay Graduate Scholarship, Society of Manufacturing Engineers, 2014-2015.
- Huang Yi-Cong Couple Scholarship, Tsinghua University, 2007
- First Class Scholarship for Academic Excellence, Tsinghua Univeristy, 2006
- First Prize, 23rd National University Students Physics Competition, Beijing, Chinese Physics Society, 2006
Editorship
- Associate Editor, IEEE Robotics and Automation Letters (2024-present)
- Associate Editor, IISE Transactions (2023-present)
- Associate Editor, Journal of Intelligent Manufacturing (2019-present)
- Paper Reviewer for the following journals
- IEEE Transactions on Automation Science and Engineering
- IISE Transactions
- Technometrics
- IEEE Transactions on Reliability
- Reliability Engineering & System Safety
- ASME Journal of Manufacturing Science and Engineering
- International Journal of Production Research
- Journal of Manufacturing Systems
- IET Control Theory & Applications
Sponsors
- National Natural Science Foundation of China
- HBIS Shijiazhuang Iron & Steel Co., Ltd
- Peking University
- The Department of the Army, Army Research Laboratory (ARL)
- University of Texas Systems
- University of Texas at El Paso