Digital Twin Assisted Closed-Loops for Energy-Efficient Open RAN-Based Fixed Wireless Access Provisioning in Rural Areas

Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet · 2023

Summary. This paper proposes a digital twin system to improve 5G Fixed Wireless Access networks in rural and low-density areas. The approach uses closed-loop resource allocation and reinforcement learning to distribute radio and cloud computing resources efficiently while meeting service quality requirements and minimizing energy costs. Results demonstrate the system satisfies delay requirements while reducing energy consumption compared to baseline methods.

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@article{ndikumana-2023-digital-twin-assisted-closed-loops,
  title   = {Digital Twin Assisted Closed-Loops for Energy-Efficient Open RAN-Based Fixed Wireless Access Provisioning in Rural Areas},
  author  = {Anselme Ndikumana and Kim Khoa Nguyen and Mohamed Cheriet},
  year    = {2023},
  doi     = {10.1109/globecom54140.2023.10437288},
  url     = {https://doi.org/10.1109/globecom54140.2023.10437288}
}

TY  - JOUR
TI  - Digital Twin Assisted Closed-Loops for Energy-Efficient Open RAN-Based Fixed Wireless Access Provisioning in Rural Areas
AU  - Anselme Ndikumana
AU  - Kim Khoa Nguyen
AU  - Mohamed Cheriet
PY  - 2023
DO  - 10.1109/globecom54140.2023.10437288
UR  - https://doi.org/10.1109/globecom54140.2023.10437288
ER  - 

Details

DOI

10.1109/globecom54140.2023.10437288

Categories

broadband-and-digital, energy

Added

2026-04-28