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横向联邦学习环境基于身份认证及密钥协商协议

任杰 黎妹红 杜晔 尹李纶谨

任杰,黎妹红,杜晔,等. 横向联邦学习环境基于身份认证及密钥协商协议[J]. 北京航空航天大学学报,2023,49(2):397-405 doi: 10.13700/j.bh.1001-5965.2021.0217
引用本文: 任杰,黎妹红,杜晔,等. 横向联邦学习环境基于身份认证及密钥协商协议[J]. 北京航空航天大学学报,2023,49(2):397-405 doi: 10.13700/j.bh.1001-5965.2021.0217
REN J,LI M H,DU Y,et al. Identity-based authentication key agreement protocol for horizontal federated learning environment[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(2):397-405 (in Chinese) doi: 10.13700/j.bh.1001-5965.2021.0217
Citation: REN J,LI M H,DU Y,et al. Identity-based authentication key agreement protocol for horizontal federated learning environment[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(2):397-405 (in Chinese) doi: 10.13700/j.bh.1001-5965.2021.0217

横向联邦学习环境基于身份认证及密钥协商协议

doi: 10.13700/j.bh.1001-5965.2021.0217
基金项目: 国家自然科学基金(U1736114); 国家重点研发计划(2017YFB0802805)
详细信息
    通讯作者:

    E-mail: mhli1@bjtu.edu.cn

  • 中图分类号: V221+.3;TB553

Identity-based authentication key agreement protocol for horizontal federated learning environment

Funds: National Natural Science Foundation of China (U1736114); The National Key R & D Program of China (2017YFB0802805)
More Information
  • 摘要:

    近年来,联邦学习受到多个领域的广泛关注,而认证及会话密钥协商是保证通信实体之间安全传输、可靠通信的关键技术和基本的安全保障。根据横向联邦学习参与方数据特征,提出一种基于身份的无证书轻量级认证及密钥协商协议;参与方在密钥生成中心(KGC)完成注册后,利用公共参数计算各自的临时密钥和长期密钥完成认证、计算会话密钥;最后,采用扩展的CK(eCK)模型对所提协议进行安全性证明。性能分析表明:所提协议在计算性能和通信开销方面可以有效地控制成本,适用于单服务器下横向联邦学习的训练环境。

     

  • 图 1  注册模块

    Figure 1.  Registration module

    图 2  认证及密钥协商模块

    Figure 2.  Authentication and key agreement module

    表  1  相关协议安全属性对比

    Table  1.   Security properties comparison among related protocols

    协议双向认证临时私钥
    泄露
    已知会话
    密钥安全
    前向
    安全性
    文献[14]××
    文献[13]×
    文献[10]××
    文献[15]×
    本文所提协议
    下载: 导出CSV

    表  2  性能分析

    Table  2.   Performance analysis

    协议计算开销通信轮数
    文献[14]$ 4{T_{\rm{M}}} + 4{T_{\rm{A}}} $2
    文献[13]$ 10{T_{\rm{M}}} + 6{T_{\rm{A}}} $2
    文献[10]$ 6{T_{\rm{M}}} + 4{T_{\rm{A}}} $2
    文献[15]$ 4{T_{\rm{M}}} + 8{T_{\rm{A}}} $2
    本文所提协议$ {\text{6}}{T_{\rm{M}}} + 4{T_{\rm{A}}} $2
    下载: 导出CSV
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出版历程
  • 收稿日期:  2021-04-27
  • 录用日期:  2021-07-11
  • 网络出版日期:  2021-07-30
  • 整期出版日期:  2023-02-28

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