An Enhanced Set-Membership PNLMS Algorithm with a Correntropy Induced Metric Constraint for Acoustic Channel Estimation
文献类型：期刊论文
| 作者 | Jin, Zhan; Li, Yingsong; Wang, Yanyan; Li, YS (reprint author), Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China.; Li, YS (reprint author), Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China. |
| 刊名 | ENTROPY
 |
| 出版日期 | 2017 |
| 卷号 | 19期号:6页码:281 |
| 关键词 | Set-membership Proportionate Normalized Least Mean Square Sparse Adaptive Filtering Pnlms Algorithm Zero Attracting Algorithm Correntropy Induced Metric (Cim) |
| ISSN号 | 1099-4300 |
| 英文摘要 | In this paper, a sparse set-membership proportionate normalized least mean square (SM-PNLMS) algorithm integrated with a correntropy induced metric (CIM) penalty is proposed for acoustic channel estimation and echo cancellation. The CIM is used for constructing a new cost function within the kernel framework. The proposed CIM penalized SM-PNLMS (CIMSM-PNLMS) algorithm is derived and analyzed in detail. A desired zero attraction term is put forward in the updating equation of the proposed CIMSM-PNLMS algorithm to force the inactive coefficients to zero. The performance of the proposed CIMSM-PNLMS algorithm is investigated for estimating an underwater communication channel estimation and an echo channel. The obtained results demonstrate that the proposed CIMSM-PNLMS algorithm converges faster and provides a smaller estimation error in comparison with the NLMS, PNLMS, IPNLMS, SM-PNLMS and zero-attracting SM-PNLMS (ZASM-PNLMS) algorithms. |
| 语种 | 英语 |
| 资助机构 | National Key Research and Development Program of China-Government Corporation Special Program [2016YFE0111100] ; National Science Foundation of China [61571149] ; Science and Technology innovative Talents Foundation of Harbin [2016RAXXJ044] ; Projects for the Selected Returned Overseas Chinese Scholars of Heilongjiang Province ; Ministry of Human Resources and Social Security of the People's Republic of China (MOHRSS) of China ; Foundational Research Funds for the Central Universities [HEUCF160815, HEUCFD1433] |
| 源URL | [http://ir.nssc.ac.cn/handle/122/6127]  |
| 专题 | 国家空间科学中心_微波遥感部 |
| 通讯作者 | Li, YS (reprint author), Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China.; Li, YS (reprint author), Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China. |
| 推荐引用方式 GB/T 7714 | Jin, Zhan,Li, Yingsong,Wang, Yanyan,et al. An Enhanced Set-Membership PNLMS Algorithm with a Correntropy Induced Metric Constraint for Acoustic Channel Estimation[J]. ENTROPY,2017,19(6):281. |
| APA | Jin, Zhan,Li, Yingsong,Wang, Yanyan,Li, YS ,&Li, YS .(2017).An Enhanced Set-Membership PNLMS Algorithm with a Correntropy Induced Metric Constraint for Acoustic Channel Estimation.ENTROPY,19(6),281. |
| MLA | Jin, Zhan,et al."An Enhanced Set-Membership PNLMS Algorithm with a Correntropy Induced Metric Constraint for Acoustic Channel Estimation".ENTROPY 19.6(2017):281. |
入库方式： OAI收割
来源：国家空间科学中心
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