Author

Patrick D. Cerna

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Conference Jul 2026

Development of an Intelligent DDoS Detection and Mitigation System using Router Log and Flow-based Traffic Analysis with Ensemble Machine Learning

The increasing frequency and advance of Distributed Denial of Service (DDoS) attacks have rendered traditional signature-based detection methods insufficient for protecting modern network infrastructures. This study presents the development of an intelligent DDoS detection and mitigation system that synergizes router l...

Keano Nikko L. Sy, Patrick D. Cerna · 2026 International Conferenc... · 0 citations

Conference Jul 2026

Forecast-Driven Adaptive Bandwidth Allocation for Edge Networks using Lightweight CNN–LSTM Traffic Prediction

Edge network controllers must allocate bandwidth under rapidly changing traffic demand while avoiding both underprovisioning and excessive overprovisioning. This paper presents a forecast-driven adaptive bandwidth allocation frame-work that converts short-horizon traffic predictions into edge resource-control decisions...

Emannuel T. Saligue, Patrick D. Cerna · 2026 International Conferenc... · 0 citations

Conference Jul 2026

Development of a Real-Time Flow-based Intrusion Detection and Security Management System using a Two-Stage Ensemble Model

The increasing complexity of modern network environments has heightened the need for practical and scalable intrusion detection solutions. This study presents the development of a real-time, flow-based Intrusion Detection and Security Management System (IDSMS) that integrates live traffic monitoring, machine learning-b...

Jimson A. Olaybar, Patrick D. Cerna · 2026 International Conferenc... · 0 citations