Reducing noise in the time-frequency representation using sparsity promoting kernel design

被引:2
|
作者
Jokanovic, Branka [1 ]
Amin, Moeness G. [1 ]
Zhang, Yimin D. [1 ]
机构
[1] Villanova Univ, Ctr Adv Commun, Villanova, PA 19085 USA
来源
COMPRESSIVE SENSING III | 2014年 / 9109卷
关键词
Missing samples; sparsity; time-frequency kernel design; time-frequency signal representation; SIGNALS; DISTRIBUTIONS;
D O I
10.1117/12.2050894
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Missing samples in the time domain introduce noise-like artifacts in the ambiguity domain due to their de facto zero values assumed by the bilinear transform. These artifacts clutter the dual domain of the time-frequency signal representation and obscures the time-frequency signature of single and multicomponent signals. In order to suppress the artifacts influence, we formulate a problem based on the sparsity aware kernel. The proposed kernel design is more robust to the artifacts caused by the missing samples.
引用
收藏
页数:6
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