Details

Title

Modified Block Sparse Bayesian Learning-Based Compressive Sensing Scheme for EEG Signals

Journal title

International Journal of Electronics and Telecommunications

Yearbook

2021

Volume

vol. 67

Issue

No 3

Affiliation

Upadhyaya, Vivek : Malaviya National Institute of Technology, India ; Salim, Mohammad : Malaviya National Institute of Technology, India

Authors

Keywords

Compressive Sensing (CS) ; Mean Square Error (MSE) ; Structural Similarity Index Measure (SSIM) ; EEG (Electroencephalogram) ; Digital Signal Processing (DSP) ; Block Sparse Bayesian Learning (BSBL)

Divisions of PAS

Nauki Techniczne

Coverage

331-336

Publisher

Polish Academy of Sciences Committee of Electronics and Telecommunications

Bibliography

[1] Zou, Xiuming, Lei Feng, and Huaijiang Sun. "Compressive Sensing of Multichannel EEG Signals Based on Graph Fourier Transform and Cosparsity." Neural Processing Letters (2019): 1-10.
[2] Tayyib, Muhammad, Muhammad Amir, Umer Javed, M. Waseem Akram, Mussyab Yousufi, Ijaz M. Qureshi, Suheel Abdullah, and Hayat Ullah. "Accelerated sparsity-based reconstruction of compressively sensed multichannel EEG signals." PLoS One 15, no. 1 (2020): e0225397.
[3] Şenay, Seda, Luis F. Chaparro, Mingui Sun, and Robert J. Sclabassi. "Compressive sensing and random filtering of EEG signals using Slepian basis." In 2008 16th European Signal Processing Conference, pp. 1-5. IEEE, 2008.
[4] Gurve, Dharmendra, Denis Delisle-Rodriguez, Teodiano Bastos-Filho, and Sridhar Krishnan. "Trends in Compressive Sensing for EEG Signal Processing Applications." Sensors 20, no. 13 (2020): 3703.
[5] Amezquita-Sanchez, Juan P., Nadia Mammone, Francesco C. Morabito, Silvia Marino, and Hojjat Adeli. "A novel methodology for automated differential diagnosis of mild cognitive impairment and the Alzheimer’s disease using EEG signals." Journal of Neuroscience Methods 322 (2019): 88-95.
[6] R. DeVore, "Nonlinear approximation." Acta Numerica, 7, 51-150. (1998).
[7] A. Einstein, B. Podolsky, N. Rosen, 1935, “Can quantum-mechanical description of physical reality be considered complete?”, Phys. Rev. 47, 777-780.
[8] R. G. Baraniuk, "Compressive sensing, IEEE Signal Proc." Mag 24, no. 4 (2007): 118-120.
[9] Upadhyaya, Vivek, and Mohammad Salim. "Basis & Sensing Matrix as key effecting Parameters for Compressive Sensing." In 2018 International Conference on Advanced Computation and Telecommunication (ICACAT), pp. 1-6. IEEE, 2018.
[10] E. Candes, “Compressive sampling”, In Proc. Int. Congress of Math., Madrid, Spain, Aug. 2006.
[11] E. Candes, J. Romberg, “Quantitative robust uncertainty principles and optimally sparse decompositions”, Found. Compute. Math., 6(2): 227-254, 2006.
[12] E. Candes, J. Romberg, T. Tao, “Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information”. IEEE Trans. Inform. Theory, 52(2):489-509, 2006.
[13] E. Candes, J. Romberg, and T. Tao. Stable signal recovery from incomplete and inaccurate measurements. Comm. Pure Appl. Math., 59(8): 1207-1223, 2006.
[14] E. Candes and T. Tao. Near-optimal signal recovery from random projections: Universal encoding strategies? IEEE Trans. Inform. Theory, 52(12): 5406-5425, 2006.
[15] D. Donoho. Compressed sensing. IEEE Trans. Inform. Theory, 52(4):1289-1306, 2006.
[16] S. Kirolos, J. Laska, M. Wakin, M. Duarte, D. Baron, T. Ragheb, Y. Massoud, and R.G. Baraniuk, “Analog-to-information conversion via random demodulation,” in Proc. IEEE Dallas Circuits Systems Workshop, Oct. 2006, pp. 71-74.
[17] Zhang, Zhilin, Tzyy-Ping Jung, Scott Makeig, Bhaskar D. Rao. "Compressed sensing for energy-efficient wireless telemonitoring of noninvasive fetal ECG via block sparse Bayesian learning." IEEE Transactions on Biomedical Engineering 60, no. 2 (2012): 300-309.
[18] https://sccn.ucsd.edu/eeglab/download.php.
[19] Joshi, Amit Mahesh, Vivek Upadhyaya. "Analysis of compressive sensing for non-stationary music signal." In 2016 International Conference on Advances in Computing, Communications, and Informatics (ICACCI), pp. 1172-1176. IEEE, 2016.
[20] Wang, Zhou, Alan C. Bovik, Hamid R. Sheikh, Eero P. Simoncelli. "Image quality assessment: from error visibility to structural similarity." IEEE transactions on image processing 13, no. 4 (2004): 600-612.
[21] Nibheriya, Khushboo, Vivek Upadhyaya, Ashok Kumar Kajla. "To Analysis the Effects of Compressive Sensing on Music Signal with variation in Basis & Sensing Matrix." In 2018 Second International Conference on Electronics, Communication and Aerospace Technology (ICECA), pp. 1121-1126. IEEE, 2018.
[22] Zhang, Zhilin, Tzyy-Ping Jung, Scott Makeig, and Bhaskar D. Rao. "Compressed sensing of EEG for wireless telemonitoring with low energy consumption and inexpensive hardware." IEEE Transactions on Biomedical Engineering 60, no. 1 (2012): 221-224.

Date

2021.09.23

Type

Article

Identifier

DOI: 10.24425/ijet.2021.135985

Source

International Journal of Electronics and Telecommunications
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