Publications by authors named "Fahad Razaque Mughal"
Article Synopsis
- Federated learning (FL) is essential for improving performance in diverse edge computing setups within the Internet of Things (IoT) due to its scalability and low energy use.
- * The proposed Multi-Edge Clustered and Edge AI Heterogeneous Federated Learning (MEC-AI HetFL) architecture focuses on efficiently selecting edge nodes and optimizing resource allocation among them.
- * MEC-AI HetFL outperforms existing solutions by enhancing resource management and learning accuracy, achieving up to 5 times better performance in challenging IoT environments.*
