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5G/B5G mmWave Cellular Networks with MEC Prefetching Based on User Context Information
Kazuki Maruta1, Hiroaki Nishiuchi1, Jin Nakazato1
1Tokyo Institute of Technology, Tokyo 152-8552, Japan.
Sensors (Basel, Switzerland)
|September 23, 2022
Summary
This study introduces multi-access edge computing (MEC) into millimeter-wave (mmWave) networks to overcome backhaul limitations. A novel content prefetching algorithm effectively resolves bottlenecks, achieving 95% system capacity.
Area of Science:
- Wireless Communication
- Mobile Computing
- Network Engineering
Background:
- Increasing mobile traffic necessitates ultra-broadband solutions like millimeter-wave (mmWave) for 5G.
- Limited global optical fiber penetration creates backhaul capacity constraints for mmWave networks.
- Multi-access edge computing (MEC) offers a solution to reduce latency by deploying resources closer to users.
Purpose of the Study:
- To address the backhaul bottleneck issue in mmWave heterogeneous networks.
- To propose a content prefetching algorithm integrated with MEC for enhanced data delivery.
- To improve the performance of mmWave access under limited backhaul capacity.
Main Methods:
- Integration of MEC into mmWave heterogeneous networks.
- Development of a context-aware content prefetching algorithm utilizing user information (destination, mobility, traffic tendency).
- Computer simulations employing realistic user mobility, traffic, and backhauling models for validation.
Main Results:
- The proposed framework effectively resolves backhaul bottlenecks in mmWave networks.
- The content prefetching algorithm successfully leverages MEC for data storage and delivery.
- Simulations demonstrated that the system achieved 95% of its potential capacity despite a 1 Gbps backhaul link constraint.
Conclusions:
- MEC integration and content prefetching are effective strategies for overcoming backhaul limitations in mmWave networks.
- The proposed approach enables mmWave technology to achieve its full potential even with constrained backhaul.
- This framework offers a viable solution for enhancing 5G cellular network performance and user experience.
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