题目:Intelligent Cyber-Physical Systems
报告人:刘伟茹 教授
时间:2023年11月8日 上午9:30-11:00
地点:华南师范大学计算机学院学术报告厅
摘要:
In this talk, I will cover two main aspects. First, I will present theoretical and experimental research in designing and developing data-driven intelligent cyber-physical systems (CPS) integrating symbolic AI and ML-based approaches. Such systems require intelligent agents (i) to perceive, analyze and combine uncertain and inconsistent information from multi-model heterogeneous sources for deriving the true state of the world; (ii) to model, correlate, and make inferences about dispersed events from different sources for achieving situation awareness; (iii) to make decisions and to dynamically plan in order to act appropriately. Second, I will present our recent research on providing explanations for an AI or ML model used in CPS through a large project with five-university partners in which we carried out a field trial study at residential homes. I will then talk about the current research topics and challenges faced by explainable artificial intelligence (XAI). A number of demos will be used to illustrate the application potentials of these research activities.
报告人简介:
Professor Weiru Liu holds Chair of AI at the University of Bristol. Currently, she is Co-Director for the EPSRC Centre for Doctoral Training in Future Autonomous and Robotic Systems: Towards Ubiquity (FARSCOPE-TU), 2019-2028, and holds the University Research Fellowship currently. She had held a number of senior management positions at the Faculty of Engineering between 2017 to 2023 (Associate Dean for Research and Enterprise; Engineering Faculty Research Director and Faculty International Director). Her research interests include, explainable AI, data-driven intelligent autonomous systems; cyber-physical systems; large-scale sensor network data analytics, and event modelling, reasoning and correlation in uncertain environments, with a wide range of applications such as security, healthcare, robotics.Externally, she was a member of UK EPSRC ICT Strategic Advisory Team (ICT SAT, 2017-2023); a member of UK Higher Education Research Excellence Framework (REF2021) Institutional Environment Pilot Panel, and was Turing Fellow at the UK Alan Turing Institute during 2021- 2023.