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Design of a nearly linear-phase IIR filter and JPEG compression ECG signal in real-time system
- Source :
- Biomedical Signal Processing and Control. 67:102431
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- This paper presents the design of an Electrocardiogram (ECG) signal acquisition system based on 32-bit microprocessor platform. In hardware design, we present a complete design similar to the wearable devices used to monitor heart rates over the long term. The firmware is applied by an adaptive data compression method to increase storage space and reduces data transmission time between hardware devices and personal computer (PC). This adaptive algorithm is a combination of Joint Photographic Experts Group (JPEG) compression. The ECG signal was applied to the nearly-linear infinite impulse response (IIR) filter to eliminate noise from ECG signals. There are advantages of nearly-linear IIR filter over traditional IIR that the signal pass through filter is not distorted. Improvements in the JPEG compression algorithm make them suitable for one dimensional signals with a resolution greater than 8 bits and optimize the operation of the Huffman compression as well as the microcontroller unit (MCU) system with low processing speed. Placing the IIR filter at the end of the system promotes the ability to filter while reducing signal distortion after the decompression process. We tested the system with 8 records from the MIT/BIH cardiac arrhythmic database before and after we applied the compression algorithm to the firmware and software in the system that shows the effectiveness of these algorithms. The test results show that the system reached a maximum compression ratio of 8,8. The system deployed on the 32bit MCU (PIC32MZ2048), ECG analog front-end ADS1293 and operation time of ECG device up to 110 h (4.5 days).
- Subjects :
- Computer science
0206 medical engineering
Biomedical Engineering
Health Informatics
Data_CODINGANDINFORMATIONTHEORY
02 engineering and technology
Huffman coding
03 medical and health sciences
symbols.namesake
0302 clinical medicine
Infinite impulse response
Linear phase
Adaptive algorithm
business.industry
computer.file_format
020601 biomedical engineering
JPEG
Filter (video)
Signal Processing
Personal computer
symbols
business
computer
030217 neurology & neurosurgery
Computer hardware
Data compression
Subjects
Details
- ISSN :
- 17468094
- Volume :
- 67
- Database :
- OpenAIRE
- Journal :
- Biomedical Signal Processing and Control
- Accession number :
- edsair.doi...........71494d7268aa9ea68e13c7f81d8666d0
- Full Text :
- https://doi.org/10.1016/j.bspc.2021.102431