Institutional Repository of Coll Comp & Commun
Single Channel Blind Source Separation Under Deep Recurrent Neural Network | |
He, Jiai1; Chen, Wei1; Song, Yuxiao2 | |
2020-11 | |
发表期刊 | Wireless Personal Communications |
ISSN | 09296212 |
卷号 | 115期号:2页码:1277-1289 |
摘要 | In wireless sensor networks, the signals received by sensors are usually complex nonlinear single-channel mixed signals. In practical applications, it is necessary to separate the useful signals from the complex nonlinear mixed signals. However, the traditional array signal blind source separation algorithms are difficult to separate the nonlinear signals effectively. Building upon the traditional recurrent neural network, we improved the network structure, and further proposed the three layers deep recurrent neural networks to realize single channel blind source separation of nonlinear mixed signals. The experiments and simulation were conducted to verify the performance of this method; the results showed that the mixed signals can be separated excellently and the correlation coefficient can be reached up to 99%. Thus, a new method was given for blind signal processing with artificial intelligence. © 2020, Springer Science+Business Media, LLC, part of Springer Nature. |
关键词 | Complex networks Deep neural networks Multilayer neural networks Recurrent neural networks Wireless sensor networksArray signals Blind signal processing Correlation coefficient Mixed signal Network structures Nonlinear signals Single channel blind source separations Single channels |
DOI | 10.1007/s11277-020-07624-4 |
收录类别 | SCI ; SCIE ; EI |
语种 | 英语 |
WOS研究方向 | Telecommunications |
WOS类目 | Telecommunications |
WOS记录号 | WOS:000545893200001 |
出版者 | Springer |
EI入藏号 | 20202808921713 |
EI主题词 | Blind source separation |
EI分类号 | 722 Computer Systems and Equipment - 722.3 Data Communication, Equipment and Techniques |
来源库 | Compendex |
分类代码 | 722 Computer Systems and Equipment - 722.3 Data Communication, Equipment and Techniques |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/132341 |
专题 | 计算机与通信学院 电气工程与信息工程学院 |
通讯作者 | Chen, Wei |
作者单位 | 1.Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou 730050, Peoples R China; 2.Shaanxi FiberHome Telecommun Technol Co Ltd, Xian 710000, Peoples R China |
第一作者单位 | 兰州理工大学 |
通讯作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | He, Jiai,Chen, Wei,Song, Yuxiao. Single Channel Blind Source Separation Under Deep Recurrent Neural Network[J]. Wireless Personal Communications,2020,115(2):1277-1289. |
APA | He, Jiai,Chen, Wei,&Song, Yuxiao.(2020).Single Channel Blind Source Separation Under Deep Recurrent Neural Network.Wireless Personal Communications,115(2),1277-1289. |
MLA | He, Jiai,et al."Single Channel Blind Source Separation Under Deep Recurrent Neural Network".Wireless Personal Communications 115.2(2020):1277-1289. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
He-2020-Single Chann(2400KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
个性服务 |
查看访问统计 |
谷歌学术 |
谷歌学术中相似的文章 |
[He, Jiai]的文章 |
[Chen, Wei]的文章 |
[Song, Yuxiao]的文章 |
百度学术 |
百度学术中相似的文章 |
[He, Jiai]的文章 |
[Chen, Wei]的文章 |
[Song, Yuxiao]的文章 |
必应学术 |
必应学术中相似的文章 |
[He, Jiai]的文章 |
[Chen, Wei]的文章 |
[Song, Yuxiao]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
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。
修改评论