报告题目：Machine Learning Components in Cyber-physical Transport Systems

报告时间：2024年11月8日（周五）16：00

报告地点：浙江科技大学自动化与电气工程学院C1-437

主讲人：Karl H. Johansson 教授、博士

报告摘要：

Advances in sensing, connectivity, computing, and electrification are reshaping the infrastructure for moving people and goods. Research in optimizing and enhancing the resilience of transport systems highlights the broader impact of control technology on mobility. This talk will explore the emerging field of learning-enabled cyber-physical-human systems and discuss some specific examples in intelligent transport. We will show how connected vehicles acting as mobile sensors and actuators can enable traffic predictions and control at a scale never before possible, by learning traffic models using physics-informed machine learning techniques. The complexities of safe interactions between automated and human-driven vehicles will be discussed, emphasizing the integration of formal reasoning methods and the use of tele-operation. The presentation highlights joint work with students, postdocs, and collaborators in academia and industry.

报告人简介：

Karl H. Johansson is Swedish Research Council Distinguished Professor in Electrical Engineering and Computer Science at KTH Royal Institute of Technology in Sweden and Director of Digital Futures. He received MSc degree in Electrical Engineering and PhD in Automatic Control from Lund University. He has held visiting positions at UC Berkeley, Caltech, NTU among other institutions. His research interests are in networked control systems and cyber-physical systems with applications in transportation, energy, and automation networks. For his scientific contributions, he has received several best paper awards and other distinctions from IEEE, IFAC, and other organizations.

He has been awarded Distinguished Professor by Swedish Research Council, Wallenberg Scholar with the Knut and Alice Wallenberg Foundation, Future Research Leader from the Swedish Foundation for Strategic Research, the triennial IFAC Young Author Prize, and IEEE CSS Distinguished Lecturer. He is Fellow of the IEEE and the Royal Swedish Academy of Engineering Sciences. He is the recipient of the 2024 IEEE CSS Hendrik W. Bode Lecture Prize. His services to the community include currently being IEEE CSS Vice President Diversity, Outreach & Development, Member of IFAC Council, and Immediate Past President of the European Control Association. He has been on the Editorial Boards for Automatica, IEEE TAC, IEEE TCNS and many other journals. He has served on the Swedish Scientific Council for Natural Sciences and Engineering Sciences.

2024年11月05日