Stable federated learning method for low-altitude IoT networks based on election strategy

Stable federated learning method for low-altitude IoT networks based on election strategy

The deep integration of UAV and Internet of things (IoT) transmits a large amount of sensitive data in the air-to-ground intelligent network, posing a serious risk of privacy leakage. The proposal of federated learning (FL) provides a privacy-preserving solution for low-altitude IoT applications, al...

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Bibliographic Details
Main Authors: SHEN Lingfeng, WANG Guanghui, BAI Tianshui, ZHU Zhengyu, ZHANG Qiankun
Format: Article
Language:zho
Published: China InfoCom Media Group 2024-09-01
Series:物联网学报
Subjects:
low-altitude IoT
federated learning
device election strategy
stability
training efficiency
Online Access:http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2024.00415/
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http://www.wlwxb.com.cn/zh/article/doi/10.11959/j.issn.2096-3750.2024.00415/

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