Digital Twin Backed Closed-Loops for Energy-Aware and Open RAN-Based Fixed Wireless Access Serving Rural Areas

Anselme Ndikumana, Kim Khoa Nguyen, Mohamed Cheriet · 2024 · IEEE Transactions on Mobile Computing

Summary. This paper proposes a digital twin system to manage energy and radio resources for Fixed Wireless Access networks serving rural areas. The system uses reinforcement learning and optimization techniques to distribute resources between edge cloud instances and households while minimizing energy costs and meeting service requirements. Testing shows the approach efficiently allocates both radio and energy resources in rural broadband deployments.

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@article{ndikumana-2024-digital-twin-backed-closed-loops,
  title   = {Digital Twin Backed Closed-Loops for Energy-Aware and Open RAN-Based Fixed Wireless Access Serving Rural Areas},
  author  = {Anselme Ndikumana and Kim Khoa Nguyen and Mohamed Cheriet},
  journal = {IEEE Transactions on Mobile Computing},
  year    = {2024},
  doi     = {10.1109/tmc.2024.3482985},
  url     = {https://doi.org/10.1109/tmc.2024.3482985}
}

TY  - JOUR
TI  - Digital Twin Backed Closed-Loops for Energy-Aware and Open RAN-Based Fixed Wireless Access Serving Rural Areas
AU  - Anselme Ndikumana
AU  - Kim Khoa Nguyen
AU  - Mohamed Cheriet
JO  - IEEE Transactions on Mobile Computing
PY  - 2024
DO  - 10.1109/tmc.2024.3482985
UR  - https://doi.org/10.1109/tmc.2024.3482985
ER  - 

Details

DOI

10.1109/tmc.2024.3482985

Countries

China

Regions

Asia

Categories

broadband-and-digital, energy

Added

2026-04-28