Projects
Selected projects connecting machine learning, cybersecurity, IT infrastructure, software development, and civil engineering.
Selected Projects
MAG: Optimization-Assisted Machine Learning for IoT Intrusion Detection
Extended my M.Sc. research by developing and evaluating MAG, a lightweight shallow multilayer perceptron tuned with Adam and Grey Wolf Optimization for IoT intrusion detection and false-alarm reduction. The resulting peer-reviewed article was published in Cluster Computing, Springer Nature, Volume 29, Article 576.
IoT Security
Neural Networks
Optimization
Grey Wolf Optimizer
Machine-Learning-Based Anomaly and Intrusion Detection in IoT Networks
Designed and evaluated an optimization-assisted machine-learning workflow for anomaly and intrusion detection in IoT networks, including data preprocessing, feature selection, classification, and performance analysis.
Anomaly Detection
IoT
MATLAB
Computational Implementation of Hansen’s Method for Estimating Foundation Bearing Capacity Using PHP
Implemented Hansen’s foundation bearing-capacity calculations in PHP, connecting geotechnical engineering with software-based computational modeling.
Foundation Design
PHP
Computational Modeling