Arlington, Virginia, United States
As part of my research at Virginia Tech’s Commonwealth Cyber Initiative, I focused on developing and testing 5G Radio Resource Control (RRC) protocols and applying reinforcement learning (RL) techniques to enhance security in Open Radio Access Networks (ORAN).
Key Responsibilities & Contributions:
Developed RRC message encoders/decoders using ASN.1 schemas for efficient 5G communication and validation.
Designed and implemented fuzzing frameworks powered by RL to identify vulnerabilities and improve ORAN system resilience.
Conducted in-depth testing of RRC message structures (setup, re-establishment, completion requests).
Leveraged tools such as 5G Replay and OpenAirInterface to simulate real-world 5G network scenarios and evaluate performance.
Explored RL-based approaches for intelligent fuzzing strategies, benchmarking against traditional fuzzing methods.