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Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform
Discrete cosine transform (DCT) is a special type of transform which is widely used for compression of speech and image. However, its use for spectrum sensing has not yet received widespread attention. This paper aims to alleviate the sampling requirements of wideband spectrum sensing by utilizing t...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3910384/ https://www.ncbi.nlm.nih.gov/pubmed/24526894 http://dx.doi.org/10.1155/2014/464895 |
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author | Wang, Yulin Zhang, Gengxin |
author_facet | Wang, Yulin Zhang, Gengxin |
author_sort | Wang, Yulin |
collection | PubMed |
description | Discrete cosine transform (DCT) is a special type of transform which is widely used for compression of speech and image. However, its use for spectrum sensing has not yet received widespread attention. This paper aims to alleviate the sampling requirements of wideband spectrum sensing by utilizing the compressive sampling (CS) principle and exploiting the unique sparsity structure in the DCT domain. Compared with discrete Fourier transform (DFT), wideband communication signal has much sparser representation and easier implementation in DCT domain. Simulation result shows that the proposed DCT-CSS scheme outperforms the conventional DFT-CSS scheme in terms of MSE of reconstruction signal, detection probability, and computational complexity. |
format | Online Article Text |
id | pubmed-3910384 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-39103842014-02-13 Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform Wang, Yulin Zhang, Gengxin ScientificWorldJournal Research Article Discrete cosine transform (DCT) is a special type of transform which is widely used for compression of speech and image. However, its use for spectrum sensing has not yet received widespread attention. This paper aims to alleviate the sampling requirements of wideband spectrum sensing by utilizing the compressive sampling (CS) principle and exploiting the unique sparsity structure in the DCT domain. Compared with discrete Fourier transform (DFT), wideband communication signal has much sparser representation and easier implementation in DCT domain. Simulation result shows that the proposed DCT-CSS scheme outperforms the conventional DFT-CSS scheme in terms of MSE of reconstruction signal, detection probability, and computational complexity. Hindawi Publishing Corporation 2014-01-08 /pmc/articles/PMC3910384/ /pubmed/24526894 http://dx.doi.org/10.1155/2014/464895 Text en Copyright © 2014 Y. Wang and G. Zhang. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Wang, Yulin Zhang, Gengxin Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title | Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title_full | Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title_fullStr | Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title_full_unstemmed | Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title_short | Compressed Wideband Spectrum Sensing Based on Discrete Cosine Transform |
title_sort | compressed wideband spectrum sensing based on discrete cosine transform |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3910384/ https://www.ncbi.nlm.nih.gov/pubmed/24526894 http://dx.doi.org/10.1155/2014/464895 |
work_keys_str_mv | AT wangyulin compressedwidebandspectrumsensingbasedondiscretecosinetransform AT zhanggengxin compressedwidebandspectrumsensingbasedondiscretecosinetransform |