Publications
Research Outputs
Peer-reviewed research outputs and publicly accessible scholarly records. Publication status is stated precisely, with links to authoritative sources.
Accepted
Enhancing Intrusion Detection Using MAG: A Shallow Multilayer Perceptron Tuned with Adam and Grey Wolf Optimization
This study presents a lightweight intrusion-detection model based on a shallow multilayer perceptron tuned with Adam and Grey Wolf Optimization, with emphasis on detection performance, false-alarm reduction, and practical IoT security.
Published
Internet of Things (IoT) Intrusion Detection by Machine Learning (ML): A Review
A peer-reviewed review of machine-learning approaches to IoT intrusion detection, covering common attacks, public datasets, detection methods, optimization strategies, and evaluation metrics.