https://acc2022.a2c2.org/workshops/ (W7)
June 7th, 2022, Tuesday, 1-5pm.
-
Title of tutorial: (W7) Smart Control Engineering (SCE), Digital Twins, and Industrial AI (IAI) – A New Research Frontier
-
Outline of the tutorial/workshop (topic and description)
Topics: Half day - 1-5pm (Atlanta time EST GMT-5 ? tbd)
-
1:00-1:15. Introduction to the Tutorial Workshop program (YangQuan Chen)
-
1:15-2:15. What is SCE: Smart Control Engineering? (YangQuan Chen)
-
2:15-3:00. Digital Twins: overview, construction, behavior matching and live demos (Jairo Viola/Paweł D. Domański)
-
3:30-4:00. Coffee break and free chats. Publication opportunities? Funding opportunities? Educational opportunities?
-
4:00-4:20. Edge Computing, Industrial AI and A Case Study: DCGAN based FaultFace recognition for a benchmark ball-bearing fault diagnosis (Jing Wang/Jairo Viola)
-
4:20-5:00 DIY spatial temperature uniformity control test bench using edge computing RIOTS based MPC and towards fractional order MPC at the Edge (Jairo Viola/ YangQuan Chen)
-
5:00-6:30 Discussions continue to group dinner time if we really can.
More background information:
-
New Springer Monograph (April 2022) "Digital Twin Enabled Smart Control Engineering - A Framework and Case Studies" by Jairo Viola, YangQuan Chen. [Front matter info preface/acknowledgements, toc, etc. pdf]
-
DTPI2022: https://www.dtpi.org/
-
MESA 2022: http://www.mesa2022.org
-
https://mechatronics.ucmerced.edu/aiet-for-mesa The 2021 Symposium on "AI and Emerging Technologies for MESA (Mechatronics Embedded Systems and Automation)" under ASME/IEEE MESA 2021.
-
ACC2021 Tutorial W3: Advanced big data analytics for control performance assessment in Industry 4.0 era https://mechatronics.ucmerced.edu/acc2021-CPA
-
http://www.dtpi.org The First IEEE International Conference on Digital Twin and Parallel Intelligence.
-
MESA Lab DTPI2021 papers (List.docx)
-
-
Book and papers
-
Jairo Viola, Sina Dehghan, YangQuan Chen. “Embedded RIOTS - Model Predictive Control Towards Edge.” In Proceedings of the 2019 ASME IDETC, ASME/IEEE MESA, August 2019, Anaheim, CA, USA. IDETC2019-97046 (Best paper award certificate)
-
Paweł D. Domański and YangQuan Chen and Maciej Ławryńczuk. “Outliers in Control Engineering – Fractional Calculus Perspective.” March 2022. De Gruyter. Book Series on “Fractional calculus and its applications in science and engineering”
-
J Viola, YQ Chen, J Wang. FaultFace: Deep Convolutional Generative Adversarial Network (DCGAN) based Ball-Bearing Failure Detection Method Information Sciences (2020) https://doi.org/10.1016/j.ins.2020.06.060
-
Jairo Viola and YangQuan Chen "Digital Twin Enabled Smart Control Engineering as an Industrial AI: A New Framework and A Case Study". Proc. of the Second International Conference on Industrial Artificial Intelligence (IAI20), Oct., 2020, Shenyang, China. Presented and published https://arxiv.org/abs/2007.03677
-
Jairo Viola, YangQuan Chen and Jing Wang. "Information-Based Model Discrimination for Digital Twin Behavioral Matching". Proc. of the Second International Conference on Industrial Artificial Intelligence (IAI20), Oct., 2020, Shenyang, China. Presented and published. https://arxiv.org/abs/2007.03676
-
Jairo Viola, Carlos Rodriguez, YangQuan Chen. "PHELP: Pixel Heating Experiment Learning Platform for Education and Research on IAI-based Smart Control Engineering". Proc. of the Second International Conference on Industrial Artificial Intelligence (IAI20), Oct., 2020, Shenyang, China. Presented and published. https://arxiv.org/abs/2007.03048
-
-
Duration and sessions
Half day, 4 hours
-
Description of the intended audience and the expected learning outcomes
Graduate students, postdocs, engineers and faculty members dealing with complex process control and monitoring tasks.
Expected learning outcomes:
- Basic knowledge on “being smart” of control systems and ways to achieve smart control engineering (SCE)
- Digital Twin basics, construction and behavior matching, example demo DTs.
- MPC towards edge - MPC using general purpose optimal problem solver running on edge device in a (plant)-plug-n-play manner.
- Edge AI idea and its use in process monitoring using real time data analytics and fractional order signal processing, FaultFace idea to leverage the deep learning results.
-
Desired prerequisite knowledge of the audience
- Basic knowledge of signals and systems, classical control system (Control-I).
- PID control tuning, control system performance monitoring
- (optional) edge computing, deep learning
-
The tutorial speaker(s)
Jing Wang (PhD),
Professor, Department of Automation, School of Electrical and Control Engineering, North China University of Technology (NCUT)
No.5, Jinyuanzhuang Road, Beijing, China 100144
jwang@ncut.edu.cn
-
Brief biographies for each tutorial/workshop speaker (no more than 300 words per person)
Jing Wang received the B.S. degree in industry automation and the Ph.D. degree in control theory and control engineering from Northeastern University, Shenyang, China, in 1994 and 1998, respectively. She is a Professor with the College of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China. She was a Visiting Professor with the University of Delaware, Newark, DE, USA, in 2014. Her current research interests include application of advanced control schemes to nonlinear, multivariable, constrained industrial processes; modeling, optimization, and control for complex industrial process; nonlinear model-based control of polymer microscopic quality in chemical reactor; and process monitoring and fault diagnosis for complex industrial process.
- The 2021 IEEE Conference on Control Technology and Applications (CCTA) https://ccta2021.ieeecss.org/ ; Wednesday, August 9 – 11, 2021, Westin San Diego Gaslamp Quarter in downtown San Diego, CA (proposal PDF) 8:30-13:00 August 7, 2021 Sunday California time. Youtube link, slides deck.
-
2021 IEEE CDC https://2021.ieeecdc.org/workshops/ (O1) Dec. 12, 2021, Sunday, 1-5pm. Youtube playlist
Last updated 5/24/2021. 6/11/2021. 2/25/2022