Optimization and Implementation of the Wavelet Based Algorithms for Embedded Biomedical Signal Processing
Computer Science and Information Systems, Tome 10 (2013) no. 1
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Existing biomedical wavelet based applications exceed the computational, memory and consumption resources of low-complexity embedded systems. In order to make such systems capable to use wavelet transforms, optimization and implementation techniques are proposed. The Real Time QRS Detector and “De-noising” Filter are developed and implemented in 16-bit fixed point microcontroller achieving 800 Hz sampling rate, occupation of less than 500 bytes of data memory, 99.06% detection accuracy, and 1 mW power consumption. By evaluation of the obtained results it is found that the proposed techniques render negligible degradation in detection accuracy of -0.41% and SNR of -2.8%, behind 2-4 times faster calculation, 2 times less memory usage and 5% energy saving. The same approach can be applied with other signals where the embedded implementation of wavelets can be beneficial.
Keywords:
wavelet transform, microcontroller, QRS, denoising
@article{CSIS_2013_10_1_a23,
author = {Radovan Stojanovi\'c and Sa\v{s}a Kne\v{z}evi\'c and Dejan Karadagli\'c and Goran Deved\v{z}i\'c},
title = {Optimization and {Implementation} of the {Wavelet} {Based} {Algorithms} for {Embedded} {Biomedical} {Signal} {Processing}},
journal = {Computer Science and Information Systems},
year = {2013},
volume = {10},
number = {1},
url = {http://geodesic.mathdoc.fr/item/CSIS_2013_10_1_a23/}
}
TY - JOUR AU - Radovan Stojanović AU - Saša Knežević AU - Dejan Karadaglić AU - Goran Devedžić TI - Optimization and Implementation of the Wavelet Based Algorithms for Embedded Biomedical Signal Processing JO - Computer Science and Information Systems PY - 2013 VL - 10 IS - 1 UR - http://geodesic.mathdoc.fr/item/CSIS_2013_10_1_a23/ ID - CSIS_2013_10_1_a23 ER -
%0 Journal Article %A Radovan Stojanović %A Saša Knežević %A Dejan Karadaglić %A Goran Devedžić %T Optimization and Implementation of the Wavelet Based Algorithms for Embedded Biomedical Signal Processing %J Computer Science and Information Systems %D 2013 %V 10 %N 1 %U http://geodesic.mathdoc.fr/item/CSIS_2013_10_1_a23/ %F CSIS_2013_10_1_a23
Radovan Stojanović; Saša Knežević; Dejan Karadaglić; Goran Devedžić. Optimization and Implementation of the Wavelet Based Algorithms for Embedded Biomedical Signal Processing. Computer Science and Information Systems, Tome 10 (2013) no. 1. http://geodesic.mathdoc.fr/item/CSIS_2013_10_1_a23/