Downloads provided by UsageCounts
In 5G networks, specific requirements are defined on the periodicity of Synchronization Signaling (SS) bursts. This imposes a constraint on the maximum period a Base Station (BS) can be deactivated. On the other hand, BS densification is expected in 5G architecture. This will cause a drastic increase in the network energy consumption followed by a complex interference management. In this paper, we study the Energy-Delay-Tradeoff (EDT) problem in a Heterogeneous Network (HetNet) where small cells can switch to different sleep mode levels to save energy while maintaining a good Quality of Service (QoS). We propose a distributed Q-learning algorithm controller for small cells that adapts the cell activity while taking into account the co-channel interference between the cells. Our numerical results show that multi-level sleep scheme outperforms binary sleep scheme with an energy saving up to 80% in the case when the users are delay tolerant, and while respecting the periodicity of the SS bursts in 5G.
[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], multi-level sleep mode, delay, Energy saving, Q-learning, [INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG], 5G, [SPI.SIGNAL] Engineering Sciences [physics]/Signal and Image processing, [SPI.NRJ] Engineering Sciences [physics]/Electric power, delay,
[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], multi-level sleep mode, delay, Energy saving, Q-learning, [INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG], 5G, [SPI.SIGNAL] Engineering Sciences [physics]/Signal and Image processing, [SPI.NRJ] Engineering Sciences [physics]/Electric power, delay,
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 12 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Top 10% | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Top 10% |
| views | 3 | |
| downloads | 5 |

Views provided by UsageCounts
Downloads provided by UsageCounts