Over-the-Air Aggregation for Federated Learning:Waveform Superposition and Prototype ValidationOACSCDEI
In this paper,we develop an orthogonal frequency-division multiplexing(OFDM)-based over-theair(OTA)aggregation solution for wireless federated learning(FL).In particular,the local gradients in massive Internet of things(IoT)d…查看全部>>
Huayan Guo;Yifan Zhu;Haoyu Ma;Vincent K.N.Lau;Kaibin Huang;Xiaofan Li;Huabin Nong;Mingyu Zhou
Hong Kong University of Science and Technology,Hong Kong 999077,ChinaHong Kong University of Science and Technology,Hong Kong 999077,ChinaHong Kong University of Science and Technology,Hong Kong 999077,ChinaHong Kong University of Science and Technology,Hong Kong 999077,ChinaThe University of Hong Kong,Hong Kong 999077,ChinaJinan University,Zhuhai 519000,ChinaShenzhen Institute of Radio Testing and Technology,Shenzhen 518000,ChinaBaicells Technologies Co.Ltd.,Beijing 100000,China
电子信息工程
over-the-air aggregationfederated learningInternet of things
《通信与信息网络学报（英文）》 2021 (4)
P.429-442,14
This work was supported by Innovation and Technology Fund under Grant GHP/016/18GD and Guangdong Special Fund for Science and Technology Development under Grant 2019A050503001.
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