Data Security Sharing Mechanism of Power Equipment Based on Federated Learning

In the context of the rapid development of power Internet of Things technology, the amount of power equipment data is increasing rapidly. How to realize the safe sharing of power data is a research focus. In order to improve the security of power equipment data sharing and use, this paper proposes a data security management model based on alliance chain. Based on this model, the power equipment registration process, power equipment data storage process, and data sharing process are designed. In the data sharing process, in order to improve the security of data use, a data security sharing mechanism is proposed based on federated learning and differential privacy encryption technology. In the experimental part, it is verified that the data security management and sharing mechanism proposed in this paper has better application performance in the process of data management and sharing.