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FlowSense: Secure SDN Traffic Prediction by riyaazspam is a document available to read on EtoBox.

What is FlowSense: Secure SDN Traffic Prediction about?

FlowSense is a novel framework that integrates Federated Learning, Digital Twins, and a lightweight blockchain to enable secure and auditable traffic prediction in Software-Defined Networks (SDNs). It ensures data privacy by keeping sensitive information local while achieving high predictive accuracy, with a validation loss of 0.0193, comparable to centralized models. The framework is designed to be robust against client dropouts and is suitable for deployment on resource-constrained edge devices.

Author

riyaazspam

Language

EN