Optimization and implementation of the wavelet based algorithms for embedded biomedical signal processing

Author:

Stojanovic Radovan1,Knezevic Sasa1,Karadaglic Dejan2,Devedzic Goran3ORCID

Affiliation:

1. University of Montenegro, Faculty of Electrical Engineering, Podgorica, Montenegro

2. Glasgow Caledonian University, School of Engineering and Built Environment, Glasgow, UK

3. Faculty of Engineering, Kragujevac

Abstract

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.

Funder

Ministry of Education, Science and Technological Development of the Republic of Serbia

Publisher

National Library of Serbia

Subject

General Computer Science

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