面向分布式云环境的数据安全共享架构设计

Design of Safe Data Sharing Framework for Distributed Cloud Environment

为解决军用分布式云环境下的数据安全问题,本文引入区块链和联邦学习技术,设计了一种面向分布式云环境的数据安全共享架构,提升分布式云环境下的数据安全服务能力。基于区块链去中心化、不可伪造、全程留痕、安全共享的技术特性,解决分布式云环境下数据可信问题;基于联邦学习数据可用不可见的特性,解决分布式云环境下数据孤岛和敏感数据泄露问题。通过区块链和联邦学习在军事领域的初步实践,为未来前沿技术在军事领域的深度融合应用提供借鉴和参考。

To solve the problem of secure data sharing in the distributed cloud environment,blockchain and federated learning is introduced to enhance data management capabilities.Based on the decentralized and traceable characteristics of blockchain,it solves the problem of data security.Based on the data availability and invisibility characteristics of federated learning,it solves the problem of data leakage.The research of blockchain and federated learning in military field provide a reference for the application of advanced technology.