Multi-Party Security Collaboration Model of Electric Power Data Based on Federated Learning
2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)(2021)
摘要
Under the background that the country implements the big data strategy to promote the open sharing of data resources, the open sharing of power data and multi-party collaboration face many privacy protection and data security risks. This paper carried out the research on the multi-party security collaboration technology of power data based on federated learning, sorted out the typical application scenarios and data security requirements of power multi-party collaboration, and proposed a basic model of power data security collaboration based on federated learning. On the basis of technical research, a prototype system for power data federation learning has been developed to build the multi-party security and collaborative protection capability of power data, and support the multi-party collaborative application of power data.
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关键词
Electric power data,horizontal federated learning,vertical federated learning,multi-party security collaboration
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