Ibrahim Khalil

Trustworthy Privacy-Preserving Hierarchical Ensemble and Federated Learning in Healthcare 4.0 With Blockchain

2022 · IEEE Transactions on Industrial Informatics

The advancement of internet and communication technologies has led to the era of Industry 4.0. This shift is followed by healthcare industries creating the term Healthcare 4.0. In Healthcare 4.0, the use of Internet of …

SecHeto-FL: A Secure and Resilient Federated Learning Framework for Heterogeneous IoT Networks

2026 · IEEE Transactions on Network Science and Engineering

This study introduces a semi-asynchronous web browser-based federated learning (FL) framework with secure communication, designed for heterogeneous IoT networks. The study addresses the complex challenges of FL over a large number of heterogeneous IoT devices …