物流工程学院专家讲座：AI-Driven Fault Diagnosis for Rotary Machinery Frameworks and Future Directions

报告时间：2025年12月4日（周四），10:00-12:00

报告地点：物流楼506

主 讲 人: Hamid Reza Karimi(米兰理工大学)

报告摘要：

    Deep learning methods for fault diagnosis play a crucial role in monitoring and detecting the operating conditions of mechanical equipment. This talk explores high-accuracy and reliable deep learning-based algorithms for identifying the fault states of rotating machinery. It also addresses key challenges in deep learning algorithms, including limited training samples, feature extraction capability, interpretability, and multi-source information fusion for mechanical fault diagnosis。

主讲人简介：

    Hamid Reza Karimi is a Professor of Applied Mechanics in the Department of Mechanical Engineering at Politecnico di Milano, Milan, Italy. Prof. 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 vehicles, robotics and mechatronics. Prof. Karimi is an ordinary Member of Academia Europaea (MAE), Member of The European Academy of Sciences (MEurASc), Member of Agder Academy of Science and Letters in Norway, Member of National Academy of Artificial Intelligence (NAAI), 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), 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, member of the board of Directors of The International Institute of Acoustics and Vibration (IIAV) and member of Management Committee of The International Society for Condition Monitoring (ISCM). Prof. Karimi is the recipient of the 2025 NAAI Distinguished Artificial Intelligence Scholar Award, the 2021 BINDT CM Innovation Award, the Web of Science Highly Cited Researcher in Engineering, 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 serves/served as Editor-in-Chief 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. Prof. Karimi has served as vice-president for International Prize "Lombardia è ricerca" and is also the conference chair for the 2026 World Congress on Condition Monitoring (WCCM2026) to be held in Milan, Italy. Additionally, he is an Honorary Visiting Professor in the School of Computing & Engineering at the University of Huddersfield, UK.