Browsing by Author "Khatib, Ziad El"
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Item LoRa-enabled GPU-based CubeSat Yolo Object Detection with Hyperparameter Optimization(Institute of Electrical and Electronics Engineers Inc., 2022) Khatib, Ziad El; Mnaouer, Adel Ben; Moussa, Sherif; Abas, Mohd Azman Bin; Ismail, Nor Azman; Abdulgaleel, Fuad; Elmasri, Ibrahim; Ashraf, LoayItem Orthogonal variance-based feature selection for intrusion detection systems(Institute of Electrical and Electronics Engineers Inc., 2021) Kamalov, Firuz; Moussa, Sherif; Khatib, Ziad El; Mnaouer, Adel BenIn this paper, we apply a fusion machine learning method to construct an automatic intrusion detection system. Concretely, we employ the orthogonal variance decomposition technique to identify the relevant features in network traffic data. The selected features are used to build a deep neural network for intrusion detection. The proposed algorithm achieves 100% detection accuracy in identifying DDoS attacks. The test results indicate a great potential of the proposed method. © 2021 IEEE.