Residential College | false |
Status | 即將出版Forthcoming |
Compressed sensing for electrocardiogram acquisition in wireless body sensor network: A comparative analysis | |
Chen, Junxin1,2; Xing, Jiazhu1; Zhang, Leo Yu3; Qi, Lin1 | |
2019-07-01 | |
Source Publication | International Journal of Distributed Sensor Networks |
ISSN | 1550-1329 |
Volume | 15Issue:7 |
Abstract | In the past decades, compressed sensing emerges as a promising technique for signal acquisition in low-cost sensor networks. For prolonging the monitoring duration of biosignals, compressed sensing is also exploited for simultaneous sampling and compression of electrocardiogram signals in the wireless body sensor network. This article presents a comprehensive analysis of compressed sensing for electrocardiogram acquisition. The performances of involved important factors, such as wavelet basis, overcomplete dictionaries, and the reconstruction algorithms, are comparatively illustrated, with the purpose to give data reference for practical applications. Drawn from a bulk of comparative experiments, the potential of compressed sensing in electrocardiogram acquisition is evaluated in different compression levels, while preferred sparsifying basis and reconstruction algorithm are also suggested. Relative perspectives and discussions are also given. |
Keyword | Compressed Sensing Dictionary Learning Electrocardiogram Wavelet Basis |
DOI | 10.1177/1550147719864884 |
URL | View the original |
Language | 英語English |
WOS ID | WOS:000494395000001 |
Scopus ID | 2-s2.0-85069438495 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | University of Macau |
Affiliation | 1.Sino-Dutch Biomedical and Information Engineering School, Northeastern University, Shenyang, China 2.Department of Computer and Information Science, University of Macau, Macao 3.School of Information Technology, Deakin University, Geelong, Australia |
First Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Chen, Junxin,Xing, Jiazhu,Zhang, Leo Yu,et al. Compressed sensing for electrocardiogram acquisition in wireless body sensor network: A comparative analysis[J]. International Journal of Distributed Sensor Networks, 2019, 15(7). |
APA | Chen, Junxin., Xing, Jiazhu., Zhang, Leo Yu., & Qi, Lin (2019). Compressed sensing for electrocardiogram acquisition in wireless body sensor network: A comparative analysis. International Journal of Distributed Sensor Networks, 15(7). |
MLA | Chen, Junxin,et al."Compressed sensing for electrocardiogram acquisition in wireless body sensor network: A comparative analysis".International Journal of Distributed Sensor Networks 15.7(2019). |
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