Smart Control Engineering via Digital Twins (SCE via DT)

Smart Control Engineering via Digital Twins (SCE via DT)

News:

  • 2020/7: Model-based everything. Machine learning meets model-based control. IFAC WC2020 preconference workshops.
  • 2020/7. NSF CPS proposal submitted. Title: Collaborative Research: CPS: Medium: Digital Twin Cyber-Physical Swarm Sensing of Methane Flux Dynamics
  • 2020/7: Under development: “Digital twins, physics-informed machine learning and smart cyber-physical control engineering in sustainable urban farming”. CREATE/CITRIS
  • 2020/7: Professor Chen gave a talk on "PID'20 Workshop and What's left to do" (Flyer pdf) and for the first time in public explained SCE Smart Control Engineering via DT. (PPT and partially recorded talk in Youtube)
  • 2020/7: Professor Chen gave a talk on "Why big data and machine learning must meet fractional calculus?".  (Flyer pdf) (PPT, recorded talk in Youtube) "[IMP, Gap-metric, model-discrimination" for ML to learning from Model-based control]
  • 2020/6: MESA Lab Digital Twin Show and Tell Series (Monthly)
  • 2020/3. DT/SCE monograph proposal development (Springer) (summer 2020)
  • 2019. Our award winning paper "Embedded RIOTS - Model Predictive Control Towards Edge" (news and PDF)
  • 2019. Edge AI (www.theedgeai.com) functional.

Recent Publications:

2021:

2020:

  • Jairo Viola, YangQuan Chen. Digital Twin Enabled Smart Control Engineering as an Industrial AI: A New Framework and A Case Study. https://arxiv.org/abs/2007.03677 (July 2020) [IAI2020 submitted]
  • Jairo Viola, YangQuan Chen, Jing Wang. Information-Based Model Discrimination for Digital Twin Behavioral Matching. https://arxiv.org/abs/2007.03676 (July 2020) [IAI2020 submitted]
  • Jairo Viola, Carlos Rodriguez, YangQuan Chen. PHELP: Pixel Heating Experiment Learning Platform for Education and Research on IAI-based Smart Control Engineering. https://arxiv.org/abs/2007.03048 (July 2020) [IAI2020 submitted]
  • Jairo Viola, Piotr Oziablo, YangQuan Chen* (123351, 103812, 14519) A Study of the Influence of Stochastic Fractional-Order Delay Dynamics in a Networked Control System  2.3. Design Methods - Non-Linear Control Systems IFAC World Congress 2020, Berlin, Germany (PPT, Movie, PDF)
  • Jairo Viola, Piotr Oziablo, YangQuan Chen* (123351, 103812, 14519) A Portable and Affordable Networked Temperature Distribution Control Platform for Education and Research Demonstrator Papers IFAC World Congress 2020, Berlin, Germany (PPT, Movie, PDF)

2019:

  • Jairo Viola, Sina Dehghan, YangQuan Chen. “Embedded RIOTS - Model Predictive Control Towards Edge.” In Proceedings of the 2019 ASME IDETC, ASME/IEEE MESA, IDETC2019-97046 (award certificate) DOI: https://doi.org/10.1115/DETC2019-97046
  • Jairo Viola, Piotr Oziablo, YangQuan Chen. An Experimental Networked Control System with Fractional Order Delay Dynamics. October 2019. DOI: 10.1109/ICCMA46720.2019.8988779 Conference: 2019 7th International Conference on Control, Mechatronics and Automation (ICCMA) [PDF]
  • Jairo Viola, YangQuan Chen, Jing Wang. FaultFace: Deep Convolutional Generative Adversarial Network (DCGAN) based Ball-Bearing Failure Detection Method. June 2019. DOI: 10.1109/ICIAI.2019.8850805 Conference: 2019 1st International Conference on Industrial Artificial Intelligence (IAI), Shenyang, China [PDF]
  • Jairo Viola, Alberto Radici, Sina Dehghan, YangQuan Chen. Low-cost  real-time vision platform for spatial temperature control research education developments. In Proceedings of the 2019 ASME IDETC, ASME/IEEE MESA, IDETC2019-97664 [PDF]
  • Zhenlong Wu, Yuquan Chen, Jairo Viola, Ying Luo, Yangquan Chen, Donghai Li. Fractional Order [Proportional Integral Derivative] Controller Design with Specification Constraints: More Flat Phase Idea. The First FOSCC. Dec. 2019, Jinan, Shandong, China 

Resources:


Created March 2020. Last updated 7/27/2020.