Abstract
To meet the growing need of mobile traffic with Ultra-Reliable and Low Latency Communication (URLLC) requirement, 5G New Radio (NR) is extending from licensed band to unlicensed band on which Wi-Fi has already been operated, resulting in coexisting NR/Wi-Fi network. Existing works have made great efforts on throughput and latency of coexisting NR/Wi-Fi network. However, excessive NR requests offloaded from licensed band lead to unfair utilization of unlicensed band, which further causes unsatisfaction on URLLC and performance degradation of Wi-Fi. In this paper, we propose a novel Reinforcement Learning based Transmission Revoking Approach (RL-TRA) to address this problem aiming at fairer utilization of unlicensed band restrained by URLLC. Firstly, we formulate the coexistence problem of NR/Wi-Fi as integer non-linear programming and show its NP-hardness. Secondly, we decompose the problem into three sub-problems, namely redundancy determining, request scheduling, and transmission revoking. The former two sub-problems are solved with our proposed method to satisfy URLLC requirement. We further propose a novel transmission revoking mechanism when tackling transmission revoking sub-problem, aiming at maintaining fairness of coexisting NR/Wi-Fi network. Finally, simulation results verify the effectiveness of RL-TRA. By using our method, the fairness is improved by 16.5% averagely with only 1.77% loss on success rate of URLLC requests compared with baselines.
| Original language | English |
|---|---|
| Title of host publication | 2023 IEEE/ACM 31st International Symposium on Quality of Service (IWQoS) |
| Place of Publication | Orlando, FL, USA |
| Publisher | IEEE |
| Number of pages | 10 |
| ISBN (Electronic) | 9798350399738 |
| ISBN (Print) | 9798350399745 |
| DOIs | |
| Publication status | Published - 21 Jun 2023 |
| Event | 31st IEEE/ACM International Symposium on Quality of Service, IWQoS 2023 - Orlando, United States Duration: 19 Jun 2023 → 21 Jun 2023 https://iwqos2023.ieee-iwqos.org/ https://iwqos2023.ieee-iwqos.org/wp-content/uploads/sites/485/2023/06/IWQOS-23-Program-Schedule.pdf |
Publication series
| Name | IEEE/ACM International Symposium on Quality of Service (IWQoS) |
|---|---|
| ISSN (Print) | 1548-615X |
| ISSN (Electronic) | 2766-8568 |
Symposium
| Symposium | 31st IEEE/ACM International Symposium on Quality of Service, IWQoS 2023 |
|---|---|
| Country/Territory | United States |
| City | Orlando |
| Period | 19/06/23 → 21/06/23 |
| Internet address |
User-Defined Keywords
- Fairness
- 5G New Radio
- Coexistence
- Wi-Fi
- Unlicensed Band
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