DIVERGENCE: Deep Reinforcement Learning-Based Adaptive Traffic Inspection and Moving Target Defense Countermeasure Framework

Author:

Kim Sunghwan1ORCID,Yoon Seunghyun2ORCID,Cho Jin-Hee3ORCID,Kim Dong Seong4ORCID,Moore Terrence J.5ORCID,Free-Nelson Frederica5,Lim Hyuk6ORCID

Affiliation:

1. Samsung Research, Samsung Electronics, Seoul, South Korea

2. Korea National Engineering Technology Center, Korea Institute of Industrial Technology, Cheonan, South Korea

3. Department of Computer Science, Virginia Tech, Falls Church, VA, USA

4. School of Information Technology and Electrical Engineering, University of Queensland, Brisbane, QLD, Australia

5. Network Science Division, U.S. Army Research Laboratory, Adelphi, MD, USA

6. AI Graduate School, Gwangju Institute of Science and Technology, Gwangju, South Korea

Funder

International Technology Center Pacific

Army Research Office

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Networks and Communications

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1. Anomaly and intrusion detection using deep learning for software-defined networks: A survey;Expert Systems with Applications;2024-12

2. Urban Traffic Management for Reduced Emissions: AI-based Adaptive Traffic Signal Control;2024 2nd International Conference on Sustainable Computing and Smart Systems (ICSCSS);2024-07-10

3. DeepIDPS: An Adaptive DRL-Based Intrusion Detection and Prevention System for SDN;ICC 2024 - IEEE International Conference on Communications;2024-06-09

4. The Role of Deep Learning in Advancing Proactive Cybersecurity Measures for Smart Grid Networks: A Survey;IEEE Internet of Things Journal;2024-05-01

5. RL and Fingerprinting to Select Moving Target Defense Mechanisms for Zero-Day Attacks in IoT;IEEE Transactions on Information Forensics and Security;2024

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