The research of Kronecker product-based measurement matrix of compressive sensing

被引：0

作者：

Zhang, Baoju ^{[1
]}

Tong, Xiang ^{[1
]}

Wang, Wei ^{[1
]}

Xie, Jiazu ^{[1
]}

机构：

[1] Tianjin Normal Univ, Coll Phys & Elect Informat, Tianjin 300387, Peoples R China

来源：

EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING | 2013年

基金：

美国国家科学基金会;

关键词：

Measurement matrix; Compressive sensing; Kronecker product; Hardware implementation; SPARSITY;

D O I：

10.1186/1687-1499-2013-161

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：

The theory of compressive sensing is briefly introduced, and some construction methods for measurement matrix are deduced. A measurement matrix based on Kronecker product is devised, and it has been proved in mathematical proof. Numerical simulations on 2-D image verify that the proposed measurement matrix has better performance in storage space, construction time, and image reconstruction effect when compared with commonly used matrices in compressive sensing. This novel measurement matrix offers great potential for hardware implementation of compressive sensing in image and high-dimensional signal.

引用

页数：5

共 50 条

[41] New measurement matrix for compressive sensing in cognitive radio networks
Ebian, Ahmed
Abdelhamid, Bassant
El-Ramly, Salwa
IET COMMUNICATIONS, 2018, 12 (11) : 1297 - 1306
[42] MEASUREMENT MATRIX DESIGN FOR COMPRESSIVE SENSING WITH SIDE INFORMATION AT THE ENCODER
Song, Pingfan
Mota, Joao F. C.
Deligiannis, Nikos
Rodrigues, Miguel Raul Dias
2016 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2016,
[43] A survey on deterministic measurement matrix construction algorithms in compressive sensing
Wang, Q. (wangqiang@hit.edu.cn), 1600, Chinese Institute of Electronics (41):
[44] Kronecker product-based structure preserving preconditioner for three-dimensional space-fractional diffusion equations
Chen, Hao
Lv, Wen
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2020, 97 (03) : 585 - 601
[45] A test for Kronecker Product Structure covariance matrix
Guggenberger, Patrik
Kleibergen, Frank
Mavroeidis, Sophocles
JOURNAL OF ECONOMETRICS, 2023, 233 (01) : 88 - 112
[46] Equality condition for a matrix inequality with Kronecker product
Tan, Ziyue
INTERNATIONAL JOURNAL OF QUANTUM INFORMATION, 2025,
[47] Semi-tensor product-based one-bit compressed sensing
Hou, Jingyao
Liu, Xinling
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2023, 2023 (01)
[48] Sparse kronecker pascal measurement matrices for compressive imaging
Jiang, Yilin
Tong, Qi
Wang, Haiyan
Ji, Qingbo
JOURNAL OF THE EUROPEAN OPTICAL SOCIETY-RAPID PUBLICATIONS, 2017, 13
[49] Product-based workflow support
Vanderfeesten, Irene
Reijers, Hajo A.
van der Aalst, Wil M. P.
INFORMATION SYSTEMS, 2011, 36 (02) : 517 - 535
[50] Product-based workflow design
Reijers, H.A., 1600, M.E. Sharpe Inc. (20):

← 1 2 3 4 5 →