federated learning

A Federated Graph Learning Framework for Autonomous Resource Optimization in Cognitive Radio Networks

The Cognitive Federated Graph Learning (CFGL) framework is introduced to jointly optimise three interdependent resources in cognitive radio networks: (i) frequency channel allocation for secondary-user transmissions, (ii) routing paths for multi-hop packet traversal, and (iii) transmit-power budgets as determined by pe...

Trust-Aware Federated Learning for Privacy-Preserving IoT Intrusion Detection

FLZT-IDS (Federated Learning with Zero-Trust for Intrusion Detection in IoT) employs gradient-deviation monitoring to mitigate the effects of heterogeneous client updates, while Graph Neural Networks and an Attention-based BiLSTM capture relational and temporal attack patterns.

Federated Logistics Operations Dataset (FLOD)

The Federated Logistics Operations Dataset (FLOD) is a large-scale real-world dataset designed to support research on distributed logistics optimization, predictive modeling, and industrial Internet of Things (IIoT) analytics. The dataset consists of 253,020 operational records collected from geographically distributed...

Federated Learning-Based Cyberattack Detection for Smart Grid Communication Networks

Blockchain and Internet of Medical Things for Resilient Healthcare

The COVID-19 pandemic exposed persistent weaknesses in health-data interoperability, cybersecurity, provenance, cross-organizational governance, and continuity of digital care. This short communication presents an updated focused narrative synthesis and a five-layer governance framework for integrating blockchain and t...

Decentralized Credential Ecosystems

The chapter discusses how blockchain-based verifiable credentialing, federated learning, and immersive metaverse environments converge as a single architectural solution to three structural failures in modern digital education: centralised credential vulnerability, privacy personalisation trade-off, and lack of experie...

Uncertainty-Aware TinyML and Edge AI Frameworks for Smart Healthcare Monitoring Using E-Textiles

The rapid advancement of smart textiles, flexible electronics, Edge Artificial Intelligence, and Tiny Machine Learningis transforming wearable healthcare systems from passive sensing platforms into intelligent, real-time health monitoring ecosystems. This chapter explores the integration of e-textiles, textile-based bi...

PoSFed: stake-aware validator selection and update filtering for blockchain-coordinated healthcare federated learning

THE EL-RAKHAWI GRAND THEORY OF REGENERATIVE CYBERNETIC INFRASTRUCTURE AND SOVEREIGN COMPUTING From Isolated Algorithms to a Harmonious Planetary Nervous System A Groundbreaking Theoretical Framework Unifying Artificial Intelligence, Bio-Digital Convergence, Distributed Systems, Cryptographic Sovereignty, Software Architecture, and Human-Centric IT Governance to Transform Information Technology from Fragmented Technical Disciplines into an Integrated Planetary Nervous Sy

The El-Rakhawi Grand Theory of Regenerative Cybernetic Infrastructure and Sovereign Computing (DOI: 10.5281/zenodo.23232575) reimagines Information Technology as a **decentralized, edge-intelligent planetary nervous system** operating in cybernetic harmony with human dignity and ecological boundaries. Built on six pill...

Cybersecurity and Privacy in AI-Enabled Wearable Textile Systems

Artificial Intelligence has emerged as a pivotal advancement in textile systems, integrating intelligent sensing, wearable computing, IoT, and machine learning applications on smart fabrics for real-time monitoring of object behavior through predictive analytics. The primary areas of application identified in the inves...

THE EL-RAKHAWI THEORY OF HARMONIOUS ALGORITHMIC JURISPRUDENCE AND SOVEREIGN LEGAL GOVERNANCE Bridging Japanese Precision with Mathematical Certainty in the Generative AI Era

The El-Rakhawi Theory of Harmonious Algorithmic Jurisprudence and Sovereign Legal Governance (DOI: 10.5281/zenodo.23239861) bridges Japanese legal AI precision with mathematical certainty, transforming algorithmic jurisprudence from probabilistic simulation into a verifiable cognitive infrastructure. Built on five pill...

Flexible and Stretchable Electronics for E-Textiles

The evolution of flexible and stretchable electronics has reshaped traditional textiles into intelligent wearable devices that have benefits such as sensing, communicating, computing, and making decisions in real-time. Currently, e-textile technologies are still disparate, lacking integration of the smart features of e...