A two-dimensional approach for lossless EEG compression

Biomedical Signal Processing and Control

Volumn 6, Issue 4, 2011, Pages 387-394

  Srinivasan, K ^a,b   Dauwels, Justin ^b   Reddy, M Ramasubba ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY MADRAS   (India)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

Arithmetic coding; Correlation coefficient; Electroencephalogram (EEG); JPEG2000; Relative energy concentration; SPIHT

Indexed keywords

DIGITAL ARITHMETIC; DIGITAL IMAGE STORAGE; ELECTROENCEPHALOGRAPHY; ENTROPY; IMAGE CODING;

ARITHMETIC CODING; CORRELATION COEFFICIENT; ELECTRO-ENCEPHALOGRAM (EEG); JPEG 2000; RELATIVE ENERGIES; SPIHT;

IMAGE COMPRESSION;

ALGORITHM; ARTICLE; CODING; COMPRESSION; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; ENTROPY; IMAGE ANALYSIS; PRIORITY JOURNAL; SIGNAL PROCESSING;

EID: 80052502497     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2011.01.004     Document Type: Article

References (40)

1. J. Dauwels, F. Vialatte, and A. Cichocki Diagnosis of alzheimers disease from EEG signals: where are we standing? Current Alzheimer Research 7 2010 487 505
2. P.L. Nunez, and R. Srinivasan Electric Fields of Brain 2nd ed. 2006 Oxford University Press
3. G. Antoniol, and P. Tonella EEG data compression techniques IEEE Transactions on Biomedical Engineering 44 2 1997 105 114
4. N. Memon, X. Kong, and J. Cinkler Context-based lossless and near-lossless compression of EEG signals IEEE Transactions on Biomedical Engineering 3 3 1999 231 238
5. N. Magotra, G. Mandyam, M. Sun, and W. McCoy Lossless compression of electroencephalographic (EEG) data IEEE International Symposium on Circuits and Systems 2 1996 313 315
6. N. Sriraam, and C. Eswaran Performance evaluation of neural network and linear predictors for near-lossless compression of EEG signals IEEE Transactions on Information Technology in Biomedicine 12 1 2008 87 93
7. V. Kavitha, and D. Narayana Dutt Use of chaotic modeling for transmission of EEG data International Conference on Information, Communications and Signal Processing (ICICS) Vol.3 1997 1262 1265
8. N. Sriraam, and C. Eswaran An adaptive error modeling scheme for the lossless compression of EEG signals IEEE Transactions on Information Technology in Biomedicine 12 5 2008 587 594
9. N. Sriraam, and C. Eswaran Context based error modeling for lossless compression of EEG signals using neural networks Journal of Medical Systems 30 2006 439 448
10. Z. Sijerčić, and G. Agarwal Tree structured filter bank for time-frequency decomposition of EEG signals IEEE 17th Annual Conference Engineering in Medicine and Biology Society 2 1995 991 992
11. J.L. Cárdenas-Barrera, J.V. Lorenzo-Ginori, and E. Rodríguez-Valdivia A wavelet-packet based algorithm for EEG signal compression Informatics for Health and Social Care 29 1 2004 15 27
12. M. Sun, Q. Liu, K.C. Yi, C.-C. Li, and R. Sclabassi Fast internet transmission of physiological signals using the lifting scheme and SPIHT coding algorithm 6th International Conference on Signal Processing 2 2002 1544 1547
13. K. Srinivasan, and M.R. Reddy Selection of optimal wavelet for lossless EEG compression for real-time applications 2nd National Conference on Bio-mechanics IIT Roorkee, India 2009
14. Q. Liu, M. Sun, and R. Sclabassi Decorrelation of multichannel EEG based on hjorth filter and graph theory 6th International Conference on Signal Processing 2 2002 1516 1519
15. Y. Wongsawat, S. Oraintara, T. Tanaka, and K. Rao Lossless multi-channel EEG compression Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS) 2006 1611 1614
16. D. Gopikrishna, and A. Makur A high performance scheme for EEG compression using a multichannel model High Performance Computing HiPC 2002 Lecture Notes in Computer Science vol. 2552 2002 Springer Berlin/Heidelberg pp. 443-451
17. S.K. Mitra, and S.N. Sarbhadhikari Iterative system function and genetic algorithm based EEG compression Medical Engineering & Physics 19 7 1997 605 617
18. H. Gürkan, U. Guz, and B.S. Yarman EEG signal compression based on classified signature and envelope vector sets International Journal of Circuit Theory and Applications 37 2 2009 351 363
19. S. Aviyente Compressed sensing framework for EEG compression IEEE/SP 14th Workshop on Statistical Signal Processing (SSP) 2007 181 184
20. K.-K. Poh, and P. Marziliano Compressive sampling of EEG signals with finite rate of innovation EURASIP Journal on Advances in Signal Processing 2010 2010 1 12
21. K. Srinivasan, and M.R. Reddy Efficient pre-processing technique for lossless real-time EEG compression Electronics Letters 46 1 2010 26 27
22. H. Lee, and K.M. Buckley ECG data compression using cut and align beats approach and 2-D transforms IEEE Transactions on Biomedical Engineering 46 5 1999 556 564
23. J.-J. Wei, C.-J. Chang, N.-K. Chou, and G.-J. Jan ECG data compression using truncated singular value decomposition IEEE Transactions on Information Technology in Biomedicine 5 4 2001 290 299
24. A. Bilgin, M.W. Marcellin, and M.I. Altbach Compression of electrocardiogram signals using JPEG2000 IEEE Transactions on Consumer Electronics 49 4 2003 833 840
25. S.-C. Tai, C.-C. Sun, and W.-C. Yan A 2-D ECG compression algorithm based on wavelet transform and modified SPIHT IEEE Transactions on Biomedical Engineering 52 6 2005 999 1008
26. H.-H. Chou, Y.-J. Chen, Y.-C. Shiau, and T.-S. Kuo An effective and efficient compression algorithm for ECG signals with irregular periods IEEE Transactions on Biomedical Engineering 53 6 2006 1198 1205
27. X. Wang, and J. Meng A 2-D ECG compression algorithm based on wavelet transform and vector quantization Digital Signal Processing 18 2008 179 188
28. R. Calderbank, I. Daubechies, W. Sweldens, and B.-L. Yeo Wavelet transforms that map integers to integers Applied and Computational Harmonic Analysis 5 3 1998 332 369
29. S.G. Mallat A theory for multiresolution signal decomposition:the wavelet representation IEEE Transactions Pattern Analysis and Machine Intelligence 2 7 1989 674 693
30. I. Daubechies, and W. Sweldens Factoring wavelet transforms into lifting steps Journal of Fourier Analysis and Applications 4 3 1998 245 267
31. M.D. Adams, and F. Kossentini Reversible integer-to-integer wavelet transforms for image compression: performance evaluation and analysis IEEE Transactions on Image Processing 9 6 2000 1010 1024
32. V.N. Ramaswamy, N. Ranganathan, and K.R. Namuduri Performance analysis of wavelets in embedded zero-tree based lossless image coding schemes IEEE Transactions on Signal Processing 43 3 1999 884 889
33. A. Said, and W.A. Pearlman A new, fast and efficient image codec based on set paritition in hierarchial trees IEEE Transactions on Circuits and Systems for Video Technology 6 3 1996 243 250
34. S Yea, and W. Pearlman A wavelet-based two stage near lossless coder IEEE Transactions on Image Processing 15 11 2006 3488 3500
35. M. Rabbani, and R. Joshi An overview of JPEG 2000 still image compression standard Signal Processing: Image Communications 17 2002 3 48
36. T. Robinson, SHORTEN: simple lossless and near-lossless waveform compression, Tech. rep. cued/f-infeng/tr.156, Cambridge University, Engineering Department, Trumpington Street, Cambridge, CB2 1PZ, UK (Dec. 1994).
37. K. Sayood Lossless Compression Handbook 2003 Academic Press Ch. 5 - Arithmetic Coding, pp. 101-152.
38. R.G. Andrzejak, K. Lehnertz, F. Mormann, C. Rieke, P. David, and C.E. Elger Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependence on recording region and brain state Physical Review E 64 6 2001 061907
39. G. Schalk, D.J. McFarland, T. Hinterberger, N. Birbaumer, and J.R. Wolpaw BCI2000: a general-purpose brain-computer interface (BCI) system IEEE Transactions on Biomedical Engineering 51 6 2004 1034 1043
40. A.L. Goldberger, L.A.N. Amaral, L. Glass, J.M. Hausdorff, P.C. Ivanov, R.G. Mark, J.E. Mietus, G.B. Moody, C.-K. Peng, and H.E. Stanley PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals Circulation 101 23 2000 e215 220