A projection matrix design method for MSE reduction in adaptive compressive sensing

2017 ◽  
Vol 141 ◽  
pp. 16-27 ◽  
Author(s):  
Bo Li ◽  
Liang Zhang ◽  
Thia Kirubarajan ◽  
Sreeraman Rajan
2018 ◽  
Vol 159 ◽  
pp. 01061
Author(s):  
Endra Oey ◽  
Dadang Gunawan ◽  
Dodi Sudiana

Co-sparse analysis model based-compressive sensing (CAMBCS) has gained attention in recent years as alternative to conventional sparse synthesis model based (SSMB)-CS. The equivalent operator as counterpart of the equivalent dictionary in the SSMB-CS is introduced in the CAMB-CS as the product of projection matrix and transpose of the analysis dictionary. This paper proposes an algorithm for designing suitable projection matrix for CAMB-CS by minimizing the mutual coherence of the equivalent operator based on equiangular tight frames design. The simulation results show that the CAMB-CS with the proposed projection matrix outperforms the SSMB-CS in terms of the signal quality reconstruction.


2017 ◽  
Vol 135 ◽  
pp. 36-47 ◽  
Author(s):  
Bo Li ◽  
Liang Zhang ◽  
Thia Kirubarajan ◽  
Sreeraman Rajan

2018 ◽  
Vol 25 (4) ◽  
pp. 591-595 ◽  
Author(s):  
Sung-Hsien Hsieh ◽  
Chun-Shien Lu ◽  
Soo-Chang Pei

2011 ◽  
Vol E94-B (12) ◽  
pp. 3395-3398
Author(s):  
Lei SONG ◽  
Lihua LI ◽  
Xiangchuan GAO ◽  
Hualei WANG ◽  
Yuan LUO

Author(s):  
Tian Shujuan ◽  
Fan Xiaoping ◽  
Xie Jingxiong ◽  
Li Zhetao ◽  
Choi Youngjune ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document