报告主题：Deep Fault Diagnosis and Information Fusion for Mechanical Systems

报告时间：2025年7月21日 9：00-12：00

报告地点：综合楼411

报告摘要：With the development of Autonomous Marine Vehicles, research on the implementation of effective diagnostic methods for bearing or gearbox components is crucial for improving the resiliency of the system. The speech is about to address some recent results on fault diagnosis of mechanical systems, with a focus on advanced AI algorithms developments. Specifically, different deep learning models are examined to establish a trustworthy intelligence fault diagnosis model. The talk will be concluded with some results on the develpment of explainable intelligence fault diagnosis framework based on post-hoc visualization methods as well as multisource information fusion with complementary transferability metric for
mechanical fault diagnosis.

报告人简介：Hamid Reza Karimi is Professor of Applied Mechanics with the Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy. 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