Federated Transfer Learning-based Data Security Assurance in Edge Optical Networks for IoT Applications

Qiuyan Yao; Hui Yang; Bowen Bao; Zhengjie Sun; Chao Li; Jie Zhang; Shanguo Huang

doi:10.1364/ACPC.2021.W2C.3

Asia Communications and Photonics Conference 2021
Technical Digest Series (Optica Publishing Group, 2021),
paper W2C.3
•https://doi.org/10.1364/ACPC.2021.W2C.3

Federated Transfer Learning-based Data Security Assurance in Edge Optical Networks for IoT Applications

Qiuyan Yao, Hui Yang, Bowen Bao, Zhengjie Sun, Chao Li, Jie Zhang, and Shanguo Huang

Asia Communications and Photonics Conference 2021

Shanghai China
24–27 October 2021
ISBN: 978-1-957171-00-5

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Edge Optical Networks (W2C)

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Q. Yao, H. Yang, B. Bao, Z. Sun, C. Li, J. Zhang, and S. Huang, "Federated Transfer Learning-based Data Security Assurance in Edge Optical Networks for IoT Applications," in Asia Communications and Photonics Conference 2021, C. Chang-Hasnain, A. Willner, W. Shieh, P. Shum, Y. Su, G. Li, B. Eggleton, R. Essiambre, D. Dai, and D. Ma, eds., Technical Digest Series (Optica Publishing Group, 2021), paper W2C.3.

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Abstract

We propose a federated transfer learning framework to realize data security guarantee in edge optical networks for IoT applications. Results indicate our proposal enables efficient model training and transferring by exploiting local data.

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