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Author:

Guo, Shaoyong (Guo, Shaoyong.) | Zhang, Keqin (Zhang, Keqin.) | Gong, Bei (Gong, Bei.) | Chen, Liandong (Chen, Liandong.) | Ren, Yinlin (Ren, Yinlin.) | Qi, Feng (Qi, Feng.) | Qiu, Xuesong (Qiu, Xuesong.)

Indexed by:

EI Scopus SCIE

Abstract:

As a new trusted data sharing pattern with privacy protection, the integration mechanism of blockchain and Federated Learning has attracted extensive attention. Generally, this mechanism uses blockchain technology to supervise the original data and calculation results, which ignores the supervision of the Federated Learning model and computing process. Therefore, we introduce the concepts of the sandbox and state channel to construct a new data privacy sharing paradigm via Blockchain and Federated Learning. Under this paradigm, we use state channel to connect Blockchain and Federated Learning. And state channel is used to create a "trusted sandbox" to instantiate Federated Learning tasks in the trustless edge computing environment. Meanwhile, we also mainly solve problems about data privacy sharing in Federated Learning and system performance degradation caused by data quality. The simulation results show that the proposed method has better performance and efficiency than the traditional data sharing method.

Keyword:

privacy protection data sharing Blockchain trusted sandbox computing federated learning

Author Community:

  • [ 1 ] [Guo, Shaoyong]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 2 ] [Zhang, Keqin]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 3 ] [Ren, Yinlin]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 4 ] [Qi, Feng]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 5 ] [Qiu, Xuesong]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
  • [ 6 ] [Gong, Bei]Beijing Univ Technol, Beijing 100021, Peoples R China
  • [ 7 ] [Chen, Liandong]State Grid Hebei Elect Power Co Ltd, Informat & Telecommun Branch, Shijiazhuang 442500, Hebei, Peoples R China

Reprint Author's Address:

  • [Qiu, Xuesong]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China;;

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Source :

IEEE TRANSACTIONS ON COMPUTERS

ISSN: 0018-9340

Year: 2023

Issue: 3

Volume: 72

Page: 800-810

3 . 7 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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