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.