ECG signal compression using compressed sensing with nonuniform binary matrices

AISP 2012 - 16th CSI International Symposium on Artificial Intelligence and Signal Processing

Volumn , Issue , 2012, Pages 305-309

  Ansari Ram, Fahimeh ^a   Hosseini Khayat, Saied ^a  

^a FERDOWSI UNIVERSITY OF MASHHAD   (Iran)

Author keywords

Compressed sensing; Electrocardigram; Signal compression

Indexed keywords

BINARY MATRIX; CARDIAC PATIENTS; COMPRESSIVE SENSING; ECG COMPRESSION; ECG SENSORS; ECG SIGNALS; ELECTROCARDIGRAM; SIGNAL COMPRESSION; WEARABLE ECG SENSORS;

ARTIFICIAL INTELLIGENCE; BODY SENSOR NETWORKS; COMPRESSION RATIO (MACHINERY); ELECTROCARDIOGRAPHY;

SIGNAL RECONSTRUCTION;

EID: 84869171937     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AISP.2012.6313763     Document Type: Conference Paper

References (22)

1. World Health Organization, "Cardiovascular diseases, " 2009. [Online] Available: http://www.who.int/topics/cardiovascular diseases.
2. E. Candes, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information, " IEEE Trans. on Inform. Theory, Vol. 52, No. 2, Feb. 2006.
3. D. L. Donoho, "Compressed sensing, " IEEE Trans. on Inform. Theory, Vol. 52, No. 4, April 2006.
4. H. Mamaghanian, N. Khaled, D. Atienza, and P. Vandergheynst, "Compressed Sensing for Real-Time Energy-Efficient ECG Compression on Wireless Body Sensor Nodes, " IEEE International Symposium on Circuits and Systems (ISCAS), 2011.
5. S. Chen, D. Donoho, and M. Saunders, "Atomic decomposition by basis pursuit, " SIAM J. Sci. Computing, Vol. 20, No. 1, 1999.
6. E.V. Berg and M. P. Friedlander, "Probing the pareto frontier for basis pursuit solutions, " SIAM J. on Sci. Computing, Vol. 31, No. 2, 2008.
7. M. Figueiredo et al., "Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems, " IEEE Journal of Selec. topics in Signal Proc., Vol. 1, No. 4, 2007.
8. J. Tropp, "Greed is good: Algorithmic results for sparse approximation, " IEEE Trans. On Inform. Theory, Vol. 50, No. 10, 2004.
9. E.V. Berg and M.P. Friedlander, "SPGL1: A solver for large scale sparse reconstruction, " Jun. 2007. [Online]. Available: http://www.cs.ubc.ca/labs/scl/spgl1
10. J. A. Crowe, N. M. Gibson, M. S. Woolfson, and M. G. Somekh. Wavelet transform as a potential tool for ECG analysis and compression. Journal of Biomedical Engineering, BME 15:128-129, April 1968.
11. N. Ahmed, P. J. Milne, and S. G. Harris. Electrocardiographic data compression via orthogonal transforms. IEEE Transactions on Engineering, BME 22:484-487, November 1975.
12. S. M. S. Jalaleddine, C. G. Hutchens, R. D. Strattan and W. A. Coberly. "ECG Data Compression Techniques-A Unified Approach". IEEE Trans. on Biomedical Eng., vol. 37, 4, pp. 329-341, April 1990.
13. A. E.Cetin, H. Koymen, and M. C. Aydin. "Multichannel ECG data compression by multirate signal processing and transform domain coding techniques". IEEE Transactions on Engineering, vol. 40(5), pp. 495-499, May 1993.
14. A. Djohan, "ECG Compression Using Discrete Symmetric Wavelet Transform, " IEEE Proc.EMBC, 1995.
15. M. Hilton, "Wavelet and Wavelet Packet Compression of Electrocardiograms, " IEEE Trans. BME, vol.44, no.5, May 1997.
16. R. Istepanian, et al., "Optimal Zonal Wavelet-based ECG Data Compression for Mobile Telecardiology System, " IEEE Trans. Information Tech. in Biomedicine, vol.4, no.3, Sep. 2000.
17. M. Manikandan, et al., "ECG Signal Compression Using Discrete Sinc Interpolation, " IEEE Proc.ICISIP, Dec.2005.
18. B. Kim, et al., "Wavelet-Based Low-Delay ECG Compression Algorithm for Continuous ECG Transmission, " IEEE Trans.Information Tech. in Biomedicine, vol.10, no.1, Jan.2006
19. H. Kim, Y. Kim, and H. J. Yoo, "A Low Cost Quadratic Level ECG Compression Algorithmand Its Hardware Optimization for Body Sensor Network System", 30th Annual International IEEE EMBS Conference, Canada, August 2008.
20. E. G. Allstot, A. Y. Chen, A. M.R. Dixon, D. Gangopadhyay, and D. J. Allstot1, "Compressive Sampling of ECG Bio-Signals: Quantization Noise and Sparsity Considerations, " IEEE Biomedical Circuits and Systems Conference (BioCAS), 2010.
21. Z. Hong-xin, W. Hai-qing, L. Xiao-ming, L. Ying-hua1, Z. Li-kun, "implementation of compressive sensing in ECG and EEG signal processing, " The Journal of China Universities of Posts and Telecommunications, Vol. 17, Issue 6, December 2010.
22. L. F. Polania, R. E. Carrillo, M. Blanco-Velasco and K. E. Barner, "Compressed Sensing Based Method for ECG Compression, "IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011.