A Q-learning-based downlink resource scheduling method for capacity optimization in LTE femtocells | |
Wen, Bin ; Gao, Zhibin ; Huang, Lianfen ; Tang, Yuliang ; Cai, Hongxiang ; Gao ZB(高志斌) ; Huang LF(黄联芬) ; Tang YL(唐余亮) | |
2014 | |
英文摘要 | Conference Name:9th International Conference on Computer Science and Education, ICCCSE 2014. Conference Address: Vancouver, BC, Canada. Time:August 22, 2014 - August 24, 2014.; The deployment of femtocells is beneficial for both users and operators. On the one hand, it can be used to improve the indoor coverage, but on the other hand it will inevitably produce interference issues in the heterogeneous network which consists of femtocells and macrocells. In this paper, a resource scheduling strategy based on Q-learning with Round Robin is proposed. It is compared with conventional scheduling methods from throughput, drop rate, fairness. Simulation results have shown that the proposed method can improve throughput cell-edge users and ensure the requirement of Quality of Service (QoS). It can also implement the compromise of throughput between macrocells and femtocells. |
语种 | 英语 |
出处 | http://dx.doi.org/10.1109/ICCSE.2014.6926537 |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
内容类型 | 其他 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/86872] |
专题 | 信息技术-会议论文 |
推荐引用方式 GB/T 7714 | Wen, Bin,Gao, Zhibin,Huang, Lianfen,et al. A Q-learning-based downlink resource scheduling method for capacity optimization in LTE femtocells. 2014-01-01. |
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