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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 PublicationInternational Journal of Distributed Sensor Networks
ISSN1550-1329
Volume15Issue: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.

KeywordCompressed Sensing Dictionary Learning Electrocardiogram Wavelet Basis
DOI10.1177/1550147719864884
URLView the original
Language英語English
WOS IDWOS:000494395000001
Scopus ID2-s2.0-85069438495
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Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.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 AffilicationUniversity 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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