Optimizing Honeypot Deployment in Ultra-Dense Beyond 5G Networks Using Deep Q-Networks: A Novel Reinforcement Learning Strategy

Registration ID: IJNRD_214526

Published ID: IJNRD2404060

DOI: Click Here to Get

Vijaya S Rao , Kumaraswamy S

Honeypot, Intrusion Detection, Deep Q-Network, Reinforcement Learning, Beyond 5G Networks, Cybersecurity.

In the landscape of Beyond 5G networks, the fusion of Software Defined Networking (SDN) and virtualization heralds a new phase of digital connectivity, albeit with heightened security vulnerabilities. This research introduces an innovative security strategy utilizing Deep Q-Networks (DQN) for the deployment of honeypots, sophisticated decoy systems designed to entrap cyberattackers, thereby safeguarding genuine network assets. Diverging from traditional reinforcement learning techniques, our approach harnesses the advanced capabilities of DQN to navigate the complex, dynamic environment of ultra-dense networks more efficiently. We propose a DQN-based framework that not only overcomes the limitations of data dependency inherent in machine and deep learning models but also dynamically adapts to evolving cyber threats, ensuring robust network security. Through extensive simulations, we demonstrate the enhanced performance of our method in optimizing honeypot deployment, marking a significant step forward in the proactive defense mechanisms for next-generation networks.

Published Paper   E-Certificate

Vijaya S Rao & Kumaraswamy S (April-2024). Optimizing Honeypot Deployment in Ultra-Dense Beyond 5G Networks Using Deep Q-Networks: A Novel Reinforcement Learning Strategy. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), a463-a472. https://ijnrd.org/papers/IJNRD2404060.pdf

Volume 9 Issue 4, April-2024

Pages : a463-a472

Paper Reg. ID: IJNRD_214526

Published Paper Id: IJNRD2404060

Downloads: 000121994

Research Area: Engineering

Country: Bangalore, Karnataka, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404060.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404060

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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