Multi-Party Security Collaboration Model of Electric Power Data Based on Federated Learning

2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)(2021)

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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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