“电子信息名家讲坛” 是电子工程系主办的系列活动，旨在建立世界一流的电子信息领域学术交流平台，拓展广大师生的学术视野。
本期讲坛有幸邀请Angela Yingjun Zhang作题为AI-Empowered Wireless Systems: Bridging Data-Driven Intelligence and Physical Models 的报告。
讲座时间、地点
10月29日15:30-17:00
地点：清华大学电子工程馆9-208
演讲主题
AI-Empowered Wireless Systems: Bridging Data-Driven Intelligence and Physical Models
人工智能赋能的无线系统：连接数据驱动智能与物理模型
演讲内容简介
This talk explores the convergence of artificial intelligence and wireless system design. We show how AI-driven statistical approaches can be seamlessly incorporated into traditional wireless system architectures, bridging the gap between data-driven approaches and conventional communication theory. As a concrete example, we discuss how score-based generative models (i.e., diffusion models) can be leveraged to solve inverse problems arising from communication systems. When combined with message passing algorithms, we show that distributional information estimated by score-based networks can significantly enhance iterative decoding and estimation performance. We will further discuss the potential of using diffusion generative models to evaluate communication and sensing performance in ISAC systems.
演讲嘉宾介绍
Angela Yingjun Zhang is currently a Professor at Department of Information Engineering, the Chinese University of Hong Kong. She is a Fellow of The Institute of Electrical and Electronics Engineers (IEEE), The Institution of Engineering and Technology (IET), and Hong Kong Institution of Engineering (HKIE).
Prof. Zhang has served as a Member-at-Large of IEEE ComSoc Board of Governors, the Editor-in-Chief of IEEE Open Journal of the Communications Society, the Chair of the Executive Editor Committee of IEEE Transactions on Wireless Communications, a IEEE ComSoc Fellow Evaluation Standing Committee member, and the Founding Chair of IEEE ComSoc Technical Committee of Smart Grid Communications.
She is a co-recipient of 2021 and 2014 IEEE Comsoc Asia Pacific Outstanding Paper Awards, 2013 IEEE SmartGridComm Best Paper Award, 2011 IEEE Marconi Prize Paper Award on Wireless Communications, and a recipient of 2011 Young Researcher Award of The Chinese University of Hong Kong. As the only winner from Engineering Science, she won the Hong Kong Young Scientist Award 2006, conferred by the Hong Kong Institution of Science.
供稿｜通信研究所
编辑｜陶旋姿
审核｜汪 玉 沈 渊 李冬梅
