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Blocked Maximum Correntropy Criterion Algorithm for Cluster-Sparse System Identifications
Alternative TitleWOS:000496217200029
Li, Yingsong1; Jiang, Zhengxiong; Shi, Wanlu; Han, Xiao2; Chen, Badong3
Source PublicationIEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS
2019
Volume66Issue:11Pages:1915-1919
DOI10.1109/TCSII.2019.2891654
ISSN1549-7747
Language英语
KeywordMaximum correntropy criterion PNMCC algorithm l2,1 norm cluster-sparse system impulsive noise environments-CONVERGENCE PURSUIT LMS
AbstractA blocked proportionate normalized maximum correntropy criterion (PNMCC) is presented to improve the estimation behavior of the traditional maximum correntropy criterion (MCC) algorithm for identifying the blocked sparse systems. The proposed blocked MCC is implemented by constructing a new cost function based on a hybrid-norm constraint (HNC) of the filter coefficient vector to adaptively utilize the cluster-sparse characteristic of unknown systems, denoting as hybrid-norm constrained PNMCC (HNC-PNMCC). The proposed HNC-PNMCC algorithm is achieved by using the basis pursuit. Various simulations are brought out to confirm the validity of the HNC-PNMCC. Simulation results indicate that the HNC-PNMCC is better than the PNMCC, MCC, and sparse MCC with respect to the estimation performance for the cluster-sparse system identification under the impulsive noises.
Indexed BySCI
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Document Type期刊论文
Identifierhttp://ir.nssc.ac.cn/handle/122/7516
Collection中国科学院国家空间科学中心
Affiliation1.Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Heilongjiang, Peoples R China
2.Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China
3.Harbin Engn Univ, Acoust Sci & Technol Lab, Harbin 150001, Heilongjiang, Peoples R China
4.Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 711049, Shaanxi, Peoples R China
Recommended Citation
GB/T 7714
Li, Yingsong,Jiang, Zhengxiong,Shi, Wanlu,et al. Blocked Maximum Correntropy Criterion Algorithm for Cluster-Sparse System Identifications[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS,2019,66(11):1915-1919.
APA Li, Yingsong,Jiang, Zhengxiong,Shi, Wanlu,Han, Xiao,&Chen, Badong.(2019).Blocked Maximum Correntropy Criterion Algorithm for Cluster-Sparse System Identifications.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS,66(11),1915-1919.
MLA Li, Yingsong,et al."Blocked Maximum Correntropy Criterion Algorithm for Cluster-Sparse System Identifications".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS 66.11(2019):1915-1919.
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