Spectrum Sharing Among Rapidly Deployable Small Cells: A Hybrid Multi-Agent Approach
文献类型：期刊论文
| 作者 | Gao, Bo2; Lu, Lingyun3; Xiong, Ke2; Park, Jung-Min1; Yang, Yaling1; Wang, Yuwei4 |
| 刊名 | IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS
 |
| 出版日期 | 2020 |
| 卷号 | 19期号:1页码:395-409 |
| 关键词 | Uplink Resource management Wireless communication Optimization Interference Base stations Internet of Things Mobile communication systems distributed networks algorithm protocol design and analysis |
| ISSN号 | 1536-1276 |
| DOI | 10.1109/TWC.2019.2945712 |
| 英文摘要 | On-demand deployment of small cells plays a key role in augmenting macro-cell coverage for outdoor hotspots, where user devices are brought together and intensively upload self-generated data. In this paper, we study spectrum sharing among rapidly deployable small cells in the uplink, even without a priori global knowledge. We propose a hybrid multi-agent approach, which allows a leading macro-cell base station (MBS) and multiple following small base stations (SBSs) to take part in a user-centric, online joint optimization of small cell deployment and uplink resource allocation. Specifically, we propose a centralized mechanism for the MBS to solve the first subproblem of small cell deployment stage by stage, based on an adversarial bandit model. Furthermore, we propose a distributed mechanism for the group of SBSs to collectively solve the second subproblem of uplink resource allocation stage by stage, based on a stochastic game model. We prove that our approach is guaranteed to produce a joint strategy, which is built upon a mixed strategy with bounded regret on the first tier and an equilibrium solution on the second tier. Our approach is validated by simulations on the aspects of convergence behavior, strategy correctness, power consumption, and spectral efficiency. |
| 资助项目 | Fundamental Research Funds for the Central Universities[2017RC022] ; National Natural Science Foundation of China (NSFC)[61872028] ; National Natural Science Foundation of China (NSFC)[61502457] ; National Natural Science Foundation of China (NSFC)[61732017] ; Beijing Intelligent Logistics System Collaborative Innovation Center[BILSCIC-2018KF-10] ; National Science Foundation (NSF)[1547241] ; National Science Foundation (NSF)[1547366] ; National Science Foundation (NSF)[1563832] ; National Science Foundation (NSF)[1642928] ; National Science Foundation (NSF)[1822173] ; National Science Foundation (NSF)[1824494] ; Broadband Wireless Access and Applications Center (BWAC) |
| WOS研究方向 | Engineering ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000508384000029 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/15026]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Gao, Bo |
| 作者单位 | 1.Virginia Tech, Bradley Dept Elect & Comp Engn, Blacksburg, VA 24061 USA 2.Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing 100044, Peoples R China 3.Beijing Jiaotong Univ, Sch Software Engn, Beijing 100044, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Gao, Bo,Lu, Lingyun,Xiong, Ke,et al. Spectrum Sharing Among Rapidly Deployable Small Cells: A Hybrid Multi-Agent Approach[J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,2020,19(1):395-409. |
| APA | Gao, Bo,Lu, Lingyun,Xiong, Ke,Park, Jung-Min,Yang, Yaling,&Wang, Yuwei.(2020).Spectrum Sharing Among Rapidly Deployable Small Cells: A Hybrid Multi-Agent Approach.IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS,19(1),395-409. |
| MLA | Gao, Bo,et al."Spectrum Sharing Among Rapidly Deployable Small Cells: A Hybrid Multi-Agent Approach".IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 19.1(2020):395-409. |
入库方式： OAI收割
来源：计算技术研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。