Research on Service Governance Security Based on Federated Mechanism

Federated learning can achieve the goal of parameter sharing without sharing training data, and has the advantages of data isolation, quality assurance, equal status of each parameter, independence, etc; Evidence theory provides a solution to reduce the uncertainty factors in network situational awareness, and has been widely concerned by academia and industry. In this paper, a new framework model supporting network security situational awareness is proposed. Based on the new framework model, simulation and testing were conducted on indicators such as network cost and load. The experiment shows that the ecological framework proposed in this paper has cost load control within a small threshold range while ensuring network polymorphism verification.