Authors: Mina Khadem, Farshad Zeinali, Nader Mokari, Hamid Saeedi

Published on: January 12, 2024

Impact Score: 8.3

Arxiv code: Arxiv:2401.06484

Summary

• What is new: A QoS-aware priority-based spectrum management scheme using a modified VCG auction and DDPG algorithm for 5G/6G.
• Why this is important: How to guarantee the minimum required bit rate of VSPs and optimize spectrum efficiency for MNOs in 5G/6G networks.
• What the research proposes: A modified Vickrey-Clarke-Groves auction mechanism combined with deep reinforcement learning through DDPG.
• Results: The proposed spectrum management scheme achieved approximately 85% efficiency, significantly higher than the traditional auction methods at 35%.

Technical Details

Technological frameworks used:

Models used: Deep Deterministic Policy Gradient (DDPG)

Data used:

Potential Impact

Telecommunication industry, specifically mobile network operators and companies investing in 5G/6G technologies.

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