ECG compression method based on adaptive quantization of main wavelet packet subbands. Issue 8 (November 2016)
- Record Type:
- Journal Article
- Title:
- ECG compression method based on adaptive quantization of main wavelet packet subbands. Issue 8 (November 2016)
- Main Title:
- ECG compression method based on adaptive quantization of main wavelet packet subbands
- Authors:
- Fathi, Abdolhossein
Faraji-kheirabadi, Fatemeh - Abstract:
- Abstract In this study, a new compression algorithm for ECG signal is proposed based on selecting important subbands of wavelet packet transform (WPT) and applying subband-dependent quantization algorithm. To this end, first WPT was applied on ECG signal and then more important subbands are selected according to their Shannon entropy. In the next step, content-based quantization and denoising method are applied to the coefficients of the selected subbands. Finally, arithmetic coding is employed to produce compressed data. The performance of the proposed compression method is evaluated using compression rate (CR), percentage root-mean-square difference (PRD) as signal distortion, and wavelet energy-based diagnostic distortion (WEDD) as diagnostic distortion measures on MIT-BIH Arrhythmia database. The average CR of the proposed method is 29.1, its average PRD is <2.9 % and WEDD is <3.2 %. These results demonstrated that the proposed method has a good performance compared to the state-of-the-art compression algorithms.
- Is Part Of:
- Signal, image and video processing. Volume 10:Issue 8(2016)
- Journal:
- Signal, image and video processing
- Issue:
- Volume 10:Issue 8(2016)
- Issue Display:
- Volume 10, Issue 8 (2016)
- Year:
- 2016
- Volume:
- 10
- Issue:
- 8
- Issue Sort Value:
- 2016-0010-0008-0000
- Page Start:
- 1433
- Page End:
- 1440
- Publication Date:
- 2016-11
- Subjects:
- Data compression -- Electrocardiogram (ECG) -- Wavelet packet transform (WPT) -- Shannon entropy -- Subband-dependent quantization
Signal processing -- Digital techniques -- Periodicals
Image processing -- Digital techniques -- Periodicals
Digital video -- Periodicals
621.3822 - Journal URLs:
- http://www.springerlink.com/content/120512/ ↗
http://www.springerlink.com/openurl.asp?genre=journal&issn=1863-1703 ↗
http://www.springer.com/gb/ ↗ - DOI:
- 10.1007/s11760-016-0944-z ↗
- Languages:
- English
- ISSNs:
- 1863-1703
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8275.985203
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 9985.xml