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Content Provider | IET Digital Library |
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Author | Nouasria, Hamid tolba, Mohamed Et |
Abstract | Compressive sensing (CS) aims at acquiring sparse or compressible signals at a sampling rate much lower than Nyquist frequency. It allows for the original signal to be reconstructed from a small number of measurements. This involves an appropriate design of the sensing matrix to ensure signal recovery while reducing the number of measurements. In this study, the authors propose an improved deterministic Kasami sensing matrix whose columns have an enhanced orthogonality property. They demonstrate that the proposed matrix is suitable for existing recovery algorithms. Moreover, it outperforms the most existing sensing matrices in terms of the rate of exact reconstruction. In addition, it is shown that the use of the new sensing matrix for CS reduces significantly the memory requirement and the computational complexity. |
Starting Page | 1064 |
Ending Page | 1072 |
Page Count | 9 |
ISSN | 17519675 |
Volume Number | 12 |
e-ISSN | 17519683 |
Issue Number | Issue 8, Oct (2018) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-spr/12/8 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-spr.2017.0537 |
Journal | IET Signal Processing |
Publisher Date | 2018-06-18 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Algebra Compressed Sensing Compressible Signal Acquisition Compressive Sensing Computational Complexity Digital Signal Processing Enhanced Orthogonality Property Exact Reconstruction Rate Improved Deterministic Kasami Sensing Matrix Kasami Code Matrix Algebra Memory Requirement Sampling Rate Signal Detection Signal Reconstruction Signal Recovery Signal Sampling Sparse Signal Acquisition |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering |
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