Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems
One of the major issues in time-critical medical applications using wireless technology is the size of the payload packet, which is generally designed to be very small to improve the transmission process. Using small packets to transmit continuous ECG data is still costly. Thus, data compression is...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Springer
2017
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| Online Access: | http://psasir.upm.edu.my/id/eprint/63707/ http://psasir.upm.edu.my/id/eprint/63707/1/Wavelet-based%20encoding%20scheme%20for%20controlling%20size%20of%20compressed%20ECG%20segments%20in%20telecardiology%20systems.pdf |
| _version_ | 1848854851749937152 |
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| author | Al-Busaidi, Asiya M. Khriji, Lazhar Touati, Farid Rasid, Mohd Fadlee Mnaouer, Adel Ben |
| author_facet | Al-Busaidi, Asiya M. Khriji, Lazhar Touati, Farid Rasid, Mohd Fadlee Mnaouer, Adel Ben |
| author_sort | Al-Busaidi, Asiya M. |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | One of the major issues in time-critical medical applications using wireless technology is the size of the payload packet, which is generally designed to be very small to improve the transmission process. Using small packets to transmit continuous ECG data is still costly. Thus, data compression is commonly used to reduce the huge amount of ECG data transmitted through telecardiology devices. In this paper, a new ECG compression scheme is introduced to ensure that the compressed ECG segments fit into the available limited payload packets, while maintaining a fixed CR to preserve the diagnostic information. The scheme automatically divides the ECG block into segments, while maintaining other compression parameters fixed. This scheme adopts discrete wavelet transform (DWT) method to decompose the ECG data, bit-field preserving (BFP) method to preserve the quality of the DWT coefficients, and a modified running-length encoding (RLE) scheme to encode the coefficients. The proposed dynamic compression scheme showed promising results with a percentage packet reduction (PR) of about 85.39% at low percentage root-mean square difference (PRD) values, less than 1%. ECG records from MIT-BIH Arrhythmia Database were used to test the proposed method. The simulation results showed promising performance that satisfies the needs of portable telecardiology systems, like the limited payload size and low power consumption. |
| first_indexed | 2025-11-15T11:16:26Z |
| format | Article |
| id | upm-63707 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:16:26Z |
| publishDate | 2017 |
| publisher | Springer |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-637072018-11-30T03:57:17Z http://psasir.upm.edu.my/id/eprint/63707/ Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems Al-Busaidi, Asiya M. Khriji, Lazhar Touati, Farid Rasid, Mohd Fadlee Mnaouer, Adel Ben One of the major issues in time-critical medical applications using wireless technology is the size of the payload packet, which is generally designed to be very small to improve the transmission process. Using small packets to transmit continuous ECG data is still costly. Thus, data compression is commonly used to reduce the huge amount of ECG data transmitted through telecardiology devices. In this paper, a new ECG compression scheme is introduced to ensure that the compressed ECG segments fit into the available limited payload packets, while maintaining a fixed CR to preserve the diagnostic information. The scheme automatically divides the ECG block into segments, while maintaining other compression parameters fixed. This scheme adopts discrete wavelet transform (DWT) method to decompose the ECG data, bit-field preserving (BFP) method to preserve the quality of the DWT coefficients, and a modified running-length encoding (RLE) scheme to encode the coefficients. The proposed dynamic compression scheme showed promising results with a percentage packet reduction (PR) of about 85.39% at low percentage root-mean square difference (PRD) values, less than 1%. ECG records from MIT-BIH Arrhythmia Database were used to test the proposed method. The simulation results showed promising performance that satisfies the needs of portable telecardiology systems, like the limited payload size and low power consumption. Springer 2017-10 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/63707/1/Wavelet-based%20encoding%20scheme%20for%20controlling%20size%20of%20compressed%20ECG%20segments%20in%20telecardiology%20systems.pdf Al-Busaidi, Asiya M. and Khriji, Lazhar and Touati, Farid and Rasid, Mohd Fadlee and Mnaouer, Adel Ben (2017) Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems. Journal of Medical Systems, 41 (166). pp. 1-17. ISSN 0148-5598; ESSN: 1573-689X 10.1007/s10916-017-0817-1 |
| spellingShingle | Al-Busaidi, Asiya M. Khriji, Lazhar Touati, Farid Rasid, Mohd Fadlee Mnaouer, Adel Ben Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title | Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title_full | Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title_fullStr | Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title_full_unstemmed | Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title_short | Wavelet-based encoding scheme for controlling size of compressed ECG segments in telecardiology systems |
| title_sort | wavelet-based encoding scheme for controlling size of compressed ecg segments in telecardiology systems |
| url | http://psasir.upm.edu.my/id/eprint/63707/ http://psasir.upm.edu.my/id/eprint/63707/ http://psasir.upm.edu.my/id/eprint/63707/1/Wavelet-based%20encoding%20scheme%20for%20controlling%20size%20of%20compressed%20ECG%20segments%20in%20telecardiology%20systems.pdf |