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Privacy-Preserving Personnel Detection in Substations via Federated Learning with Dynamic Noise Adaptation

Yuewei Tian Yang Su Yujia Wang Lisa Guo Xuyang Wu Lei Cao Fang Ren

Computers, Materials & Continua2026，Vol.86Issue(3)：P.894-915,22.

Computers, Materials & Continua2026，Vol.86Issue(3)：P.894-915,22.DOI:10.32604/cmc.2025.072081

Privacy-Preserving Personnel Detection in Substations via Federated Learning with Dynamic Noise Adaptation

Yuewei Tian ¹Yang Su ²Yujia Wang ¹Lisa Guo ¹Xuyang Wu ³Lei Cao ⁴Fang Ren³

作者信息

1. Guiyang Power Supply Bureau,Guizhou Power Grid Co.,Ltd.,Guiyang,563000,China
2. Information Center,Guizhou Power Grid Co.,Ltd.,Guiyang,563000,China
3. School of Computer and Communication Engineering,University of Science and Technology Beijing,Beijing,100083,China
4. Guizhou Power Grid Co.,Ltd.,Guiyang,563000,China
折叠

摘要

关键词

Substation/privacy preservation/asynchronous federated learning/CNN/differential privacy

分类

信息技术与安全科学

引用本文复制引用

Yuewei Tian,Yang Su,Yujia Wang,Lisa Guo,Xuyang Wu,Lei Cao,Fang Ren..Privacy-Preserving Personnel Detection in Substations via Federated Learning with Dynamic Noise Adaptation[J].Computers, Materials & Continua,2026,86(3):P.894-915,22.

基金项目

funded by the National Natural Science Foundation of China,grant number 61605004 （）

the Fundamental Research Funds for the Central Universities,grant number FRF-TP-19-016A2 （）

Guizhou Power Grid Co.,Ltd.2024 first batch of services(2024-2026 technology R&D services for science and technology projects(in addition to national and SGCC key projects)),grant number 060100KC23100012。（2024-2026 technology R&D services for science and technology projects(in addition to national and SGCC key projects）

Computers, Materials & Continua

ISSN：1546-2218

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