报告主题：Learning Based Soft Sensing and Prediction for Industrial Applications

报告时间：2024年11月30日 13:00-18:00

腾讯会议：235 598 109

报告摘要：To develop efficient and economic methods for process industries, this talk presents several novel soft sensing and prediction frameworks designed for two specific case studies subject to the industrial aluminum electrolysis and undermining system. Specifically, it is aimed at exploring semi-supervised learning, self-supervised learning for few-shot label sample cases, and without performance degradation. In addition, a unified prediction and control framework for the case studies is proposed, which renders the information with full-scale AI-based application. Finally, some concluding remarks are given.

报告人简介：Hamid Reza Karimi is Professor of Applied Mechanics with the Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy and the Honorary Visiting Professor within the School of Computing & Engineering at the University of Huddersfield, UK. Karimi’s original research and development achievements span a broad spectrum within the topic of automation/control systems, and intelligence systems with applications to complex systems such as wind turbines, vehicles, robotics and mechatronics. Prof. Karimi is an ordinary Member of Academia Europa (MAE), Honorary Academic Member of National Academy of Sciences of Bolivia, Distinguished Fellow of the International Institute of Acoustics and Vibration (IIAV), Fellow of The International Society for Condition Monitoring (ISCM), Fellow of the Asia-Pacific Artificial Intelligence Association (AAIA), Member of Agder Academy of Science and Letters and also a member of the IFAC Technical Committee on Mechatronic Systems, the IFAC Technical Committee on Robust Control, the IFAC Technical Committee on Automotive Control as well as member of the board of Directors of The International Institute of Acoustics and Vibration (IIAV). Prof. Karimi is the recipient of the 2021 BINDT CM Innovation Award, the Web of Science Highly Cited Researcher in Engineering, the 2020 IEEE Transactions on Circuits and Systems Guillemin-Cauer Best Paper Award, August-Wilhelm-Scheer Visiting Professorship Award, JSPS (Japan Society for the Promotion of Science) Research Award, and Alexander-von-Humboldt-Stiftung research Award, for instance. Prof. Karimi is currently the Editor-in-Chief of the Journal of Cyber-Physical Systems, Subject Editor, Technical Editor or Associate Editor for some international journals and Book Series Editor for Springer, CRC Press and Elsevier. He has also participated as General Chair, keynote/plenary speaker, distinguished speaker or program chair for several international conferences in the areas of Control Systems, Robotics and Mechatronics.

联系人：白伟伟（18941142809）