Academic Talk
Prof. Hamid Reza Karimi,
Department of Mechanical Engineering, Politecnico di Milano, 20156 Milan, Italy,
Email: hamidreza.karimi@polimi.it
地点：临江楼A106-107会议室
时间：2025.4.25下午2:30
In this speech, we explore innovative methodologies for efficient and cost-effective process optimization in industrial applications. Soft sensing refers to approximating hard-to-measure variables using easily measurable ones at a given instant, whereas prediction extends the focus to future horizons. This presentation highlights several novel soft sensing and prediction frameworks developed for two specific case studies: industrial aluminum electrolysis and undermining systems. These frameworks leverage semi-supervised and self-supervised learning to address few-shot labeled sample scenarios while maintaining performance integrity. The talk concludes with key insights and future directions.
Biography
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.
哈米德・礼萨・卡里米（Hamid Reza Karimi）是意大利米兰理工大学（Politecnico di Milano）机械工程系应用力学教授，同时担任英国哈德斯菲尔德大学计算机与工程学院荣誉客座教授。卡里米教授的原创研究与开发成果广泛覆盖自动化 /控制系统及智能系统领域，并应用于风力涡轮机、车辆、机器人与机电一体化等复杂系统。
卡里米教授是欧洲科学院正式院士（MAE）、玻利维亚国家科学院荣誉学术院士、国际声学与振动学会（IIAV）杰出会士、国际状态监测学会（ISCM）会士、亚太人工智能协会（AAIA）会士、阿格德科学与文学学院成员，同时担任国际自动控制联合会（IFAC）机电系统技术委员会、鲁棒控制技术委员会、汽车控制技术委员会成员，以及国际声学与振动学会（IIAV）董事会成员。
卡里米教授曾荣获 2021年英国无损检测学会（BINDT）状态监测创新奖、科睿唯安（Web of Science）工程领域高被引研究者、2020年 IEEE电路与系统汇刊 Guillemin-Cauer最佳论文奖、奥古斯特 -威廉 -谢尔客座教授奖、日本学术振兴会（JSPS）研究奖、亚历山大・冯・洪堡基金会研究奖等。
目前，卡里米教授担任《信息物理系统杂志》（Journal of Cyber-Physical Systems）主编，兼任多部国际期刊的主题编辑、技术编辑或副主编，并担任施普林格（Springer）、CRC出版社和爱思唯尔（Elsevier）的丛书编辑。他还曾在控制系统、机器人与机电一体化领域的多个国际会议中担任大会主席、主旨 /全会发言人、特邀发言人或程序委员会主席。
欢迎广大师生积极参与！
计算机学院、网络空间安全学院
2025年4月24日