TY - JOUR
T1 - Projection matrix design for co-sparse analysis model based compressive sensing
AU - Oey, Endra
AU - Gunawan, Dadang
AU - Sudiana, Dodi
N1 - Publisher Copyright:
© The Authors, published by EDP Sciences, 2018.
PY - 2018/3/30
Y1 - 2018/3/30
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85045235996&partnerID=8YFLogxK
U2 - 10.1051/matecconf/201815901061
DO - 10.1051/matecconf/201815901061
M3 - Conference article
AN - SCOPUS:85045235996
SN - 2261-236X
VL - 159
JO - MATEC Web of Conferences
JF - MATEC Web of Conferences
M1 - 01061
T2 - 2nd International Joint Conference on Advanced Engineering and Technology, IJCAET 2017 and International Symposium on Advanced Mechanical and Power Engineering, ISAMPE 2017
Y2 - 24 August 2017 through 26 August 2017
ER -