Author

Ayad Al-dujaili

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Open access Oct 2026

A Triple-Verification Framework for Swift, Real-Time Detection of Anomalous Sensor Readings in Large-Scale IoT Systems

Due to the massive expansion of Internet of Things systems and the variety of anomalous data resulting from faulty sensors, cyberattacks, or communication failures, it has become difficult to handle this type of data. Although current machine learning and statistical analysis techniques offer high accuracy in detecting...

Taha E. Al-jarakh, Inas Jawad Kadhim, Ayad Al-dujaili et al. · Iraqi Journal of Computers,... · 0 citations

Open access Jul 2026

Deep Reinforcement Learning-Based Adaptive Protocol Optimization for Heterogeneous IoT Networks in 5G-Enabled Smart Cities

APO-DRL (Adaptive Protocol Optimization using Deep Reinforcement Learning), a framework that utilizes a Dueling Double Deep Q-Network combined with a Prioritized Experience Replay mechanism for intelligent, real-time communication protocol selection and parameter optimization in heterogeneous IoT networks, is presented...

Saddam K. Alwane, Shereen S. Jumaa, M. Saleh et al. · IoT · 0 citations