Analysis of Single Channel Blind Source Separation Algorithm for Chaotic Signals | |
He, Jiai; Song, Yuxiao; Du, Panpan; Xu, Lei | |
刊名 | MATHEMATICAL PROBLEMS IN ENGINEERING |
2018 | |
卷号 | 2018 |
关键词 | Kalman filters Monte Carlo methods Wireless sensor networks |
ISSN号 | 1024-123X |
DOI | 10.1155/2018/9571510 |
英文摘要 | In a wireless sensor network, the signal received by the terminal processor is usually a complex single channel hybrid chaotic signal. The engineering needs to separate the useful signal from the mixed signal to perform the next transmission analysis. Since chaotic signals are nonlinear and unpredictable, traditional blind separation algorithms cannot effectively separate chaotic signals. Aiming to correct these problems-based on the particle filter estimation algorithm-an extended Kalman particle filter algorithm (EPF) and an unscented Kalman particle filter algorithm (UPF) are proposed to solve the single channel blind separation problem of chaotic signals. Mixing chaotic signals of different intensities performs blind source separation. Using different evaluation indexes carries out the experiment and performance can be analyzed. The results show that the proposed algorithm effectively separates the mixed chaotic signals. |
资助项目 | National Natural Science Foundation of China[61561031] |
WOS研究方向 | Engineering ; Mathematics |
语种 | 英语 |
出版者 | HINDAWI LTD |
WOS记录号 | WOS:000447930800001 |
状态 | 已发表 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/32848] |
专题 | 计算机与通信学院 |
通讯作者 | Song, Yuxiao |
作者单位 | Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou, Gansu, Peoples R China |
推荐引用方式 GB/T 7714 | He, Jiai,Song, Yuxiao,Du, Panpan,et al. Analysis of Single Channel Blind Source Separation Algorithm for Chaotic Signals[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2018,2018. |
APA | He, Jiai,Song, Yuxiao,Du, Panpan,&Xu, Lei.(2018).Analysis of Single Channel Blind Source Separation Algorithm for Chaotic Signals.MATHEMATICAL PROBLEMS IN ENGINEERING,2018. |
MLA | He, Jiai,et al."Analysis of Single Channel Blind Source Separation Algorithm for Chaotic Signals".MATHEMATICAL PROBLEMS IN ENGINEERING 2018(2018). |
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