報告題目：Stochastic Cumulative DNN Inferencefor Intelligent IoT Applications
報告人：莊衛華教授 加拿大滑鐵盧大學
時 間：2023年4月13日星期四上午10:00-11:30
地 點：科學會堂二樓報告廳
4月13日星期四上午，伟德官网下app官方网站榮譽教授、加拿大皇家學會院士、加拿大科學院院士、加拿大工程院院士、IEEE Fellow、加拿大滑鐵盧大學莊衛華教授将受邀來我院作“StochasticCumulative DNN Inference for Intelligent IoT Applications”專題報告。本次專題報告以促進學術研究為目的，激發校内師生的科研熱情，進一步營造校内的學術氛圍，推動學科探究，促進我校的學術交流。
報告摘要：
Artificialintelligence models will continue to be pervasively deployed to support diverseintelligent Internet of Things (IoT) applications in the 5G/6G era. Many suchapplications rely on deep neuralnetworks (DNN) for object classification. Inthis presentation, DNN inference uses a pre-trained DNN model to process aninput datasample such as raw sensing data, and generates a classificationresult.We will discuss when to offload DNN inference computation from resourceconstrained IoT devices to the edge and how to incorporate differentcontributions from multiple random DNN inference results to improve taskclassification accuracy, while achieving high transmission, computation, andenergy resource utilization.
報告人簡介：
Weihua Zhuang is a University Professorand a Tier I Canada Research Chair in WirelessCommunication Networks atUniversity of Waterloo, Canada. Her research focuses on network architecture,algorithms and protocols, and service provisioning in future communicationsystems. She was the Editor-in-Chief of the IEEE Transactions on VehicularTechnology from 2007 to 2013, General Co-Chair of 2021 IEEE/CIC InternationalConference on Communications in China (ICCC), Technical Program Chair/Co-Chairof 2017/2016 IEEE VTC Fall, and Technical Program Symposia Chair of 2011 IEEEGlobecom. Sheis an elected member of the Board of Governors and the Presidentof the IEEE Vehicular Technology Society. Dr. Zhuang is a Fellowof the IEEE,Royal Society of Canada, Canadian Academy of Engineering, and EngineeringInstitute of Canada.
莊衛華是加拿大滑鐵盧大學的大學教授和一級加拿大無線通信網絡研究主席。她的研究重點是網絡架構、算法和協議，以及未來通信系統中的服務供應。她曾擔任2007年至2013年《IEEE車輛技術彙刊》的編輯兼總編輯，2021 IEEE/CIC中國通信國際會議（ICCC）總聯合主席，2017/2016 IEEE VTC秋季技術項目主席/聯合主席，以及2011 IEEE Globecom技術項目研讨會主席。她是當選的理事會成員和IEEE車輛技術協會主席。莊博士是IEEE會士、加拿大皇家學會院士、加拿大工程院院士和加拿大工程研究院院士。