A Multi-Antenna Spectrum Sensing Scheme Based on Main Information Extraction and Genetic Algorithm Clustering
文献类型：期刊论文
| 作者 | Zhuang, Jiawei2; Wang, Yonghua2,3; Zhang, Shunchao2; Wan, Pin1,2; Sun, Chenhao2 |
| 刊名 | IEEE ACCESS
 |
| 出版日期 | 2019 |
| 卷号 | 7页码:119620-119630 |
| 关键词 | Spectrum sensing principal component analysis information fusion genetic algorithm clustering |
| ISSN号 | 2169-3536 |
| DOI | 10.1109/ACCESS.2019.2936511 |
| 通讯作者 | Wang, Yonghua(sjzwyh@163.com) |
| 英文摘要 | Spectrum sensing is an indispensable technology for cognitive radio networks, which enables secondary users (SUs) to discover spectrum holes and to opportunistically use under-utilized channels without causing interference to primary users. Aim at improving the sensing performance, a multi-antenna spectrum sensing scheme based on main information extraction and genetic algorithm clustering (MIEGAC) is proposed in this paper. Specifically, in order to reduce the amount of signal that is transferred to the fusion center, an information pre-processing scheme based on principal component analysis (PCA) is presented. Main information from the sensing signal is extracted via PCA, which reduces the cost of the reporting channel and the impact of interfering information on detection result. Furthermore, an information fusion method is described in this paper, which takes the place of complicated matrix decomposition algorithms. Moreover, inspired by machine learning, a clustering scheme based on genetic algorithm is introduced to classify signal features, which implements the spectrum sensing decision and avoids calculating the decision threshold. Simulation results illustrate that the MIEGAC can considerably improve the sensing performance for spectrum sensing. Significantly, this paper provides a novel approach for the design of centralized spectrum sensing algorithms in cognitive radio technologies. |
| WOS关键词 | COGNITIVE RADIO NETWORKS ; 5G |
| 资助项目 | State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences[20180106] ; National Natural Science Foundation of China[61971147] ; Foundation of Key Laboratory of Machine Intelligence and Advanced Computing of the Ministry of Education[MSC-201706A] ; School-Enterprise Collaborative Education Project of Guangdong Province[PROJ1007512221732966400] ; Foundation of National and Local Joint Engineering Research Center of Intelligent Manufacturing Cyber-Physical Systems[008] ; higher education quality projects of Guangdong Province and Guangdong University of Technology ; Guangdong Provincial Key Laboratory of Cyber-Physical Systems[008] ; [400170044] ; [400180004] |
| WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000509363100001 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences ; National Natural Science Foundation of China ; Foundation of Key Laboratory of Machine Intelligence and Advanced Computing of the Ministry of Education ; School-Enterprise Collaborative Education Project of Guangdong Province ; Foundation of National and Local Joint Engineering Research Center of Intelligent Manufacturing Cyber-Physical Systems ; higher education quality projects of Guangdong Province and Guangdong University of Technology ; Guangdong Provincial Key Laboratory of Cyber-Physical Systems |
| 源URL | [http://ir.ia.ac.cn/handle/173211/29485]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室 |
| 通讯作者 | Wang, Yonghua |
| 作者单位 | 1.South Cent Univ Nationalities, Hubei Key Lab Intelligent Wireless Commun, Wuhan 430074, Peoples R China 2.Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China 3.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhuang, Jiawei,Wang, Yonghua,Zhang, Shunchao,et al. A Multi-Antenna Spectrum Sensing Scheme Based on Main Information Extraction and Genetic Algorithm Clustering[J]. IEEE ACCESS,2019,7:119620-119630. |
| APA | Zhuang, Jiawei,Wang, Yonghua,Zhang, Shunchao,Wan, Pin,&Sun, Chenhao.(2019).A Multi-Antenna Spectrum Sensing Scheme Based on Main Information Extraction and Genetic Algorithm Clustering.IEEE ACCESS,7,119620-119630. |
| MLA | Zhuang, Jiawei,et al."A Multi-Antenna Spectrum Sensing Scheme Based on Main Information Extraction and Genetic Algorithm Clustering".IEEE ACCESS 7(2019):119620-119630. |
入库方式： OAI收割
来源：自动化研究所
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