DocumentCode :
941871
Title :
An effective and efficient compression algorithm for ECG signals with irregular periods
Author :
Chou, Hsiao-Hsuan ; Chen, Ying-Jui ; Shiau, Yu-Chien ; Kuo, Te-Son
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume :
53
Issue :
6
fYear :
2006
fDate :
6/1/2006 12:00:00 AM
Firstpage :
1198
Lastpage :
1205
Abstract :
This paper presents an effective and efficient preprocessing algorithm for two-dimensional (2-D) electrocardiogram (ECG) compression to better compress irregular ECG signals by exploiting their inter-and intra-beat correlations. To better reveal the correlation structure, we first convert the ECG signal into a proper 2-D representation, or image. This involves a few steps including QRS detection and alignment, period sorting, and length equalization. The resulting 2-D ECG representation is then ready to be compressed by an appropriate image compression algorithm. We choose the state-of-the-art JPEG2000 for its high efficiency and flexibility. In this way, the proposed algorithm is shown to outperform some existing arts in the literature by simultaneously achieving high compression ratio (CR), low percent root mean squared difference (PRD), low maximum error (MaxErr), and low standard derivation of errors (StdErr). In particular, because the proposed period sorting method rearranges the detected heartbeats into a smoother image that is easier to compress, this algorithm is insensitive to irregular ECG periods. Thus either the irregular ECG signals or the QRS false-detection cases can be better compressed. This is a significant improvement over existing 2-D ECG compression methods. Moreover, this algorithm is not tied exclusively to JPEG2000. It can also be combined with other 2-D preprocessing methods or appropriate codecs to enhance the compression performance in irregular ECG cases.
Keywords :
biomedical optical imaging; electrocardiography; image coding; image representation; medical image processing; 2-D ECG representation; QRS alignment; QRS detection; heartbeat; high compression ratio; image compression; interbeat correlations; intrabeat correlations; irregular ECG signals; length equalization; low maximum error; low percent root mean squared difference; low standard error deviation; period sorting; preprocessing algorithm; two-dimensional electrocardiogram compression algorithm; Art; Chromium; Codecs; Compression algorithms; Electrocardiography; Image coding; Image converters; Sorting; Transform coding; Two dimensional displays; 2-D correlation; Compression; JPEG2000; irregular ECG; period sorting; Algorithms; Data Compression; Databases, Factual; Diagnosis, Computer-Assisted; Electrocardiography; Periodicity;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2005.863961
Filename :
1634516
Link To Document :
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