High performance data compression method with pattern matching for biomedical ECG and arterial pulse waveforms

被引:24
|
作者
Chen, WS
Hsieh, L [1 ]
Yuan, SY
机构
[1] Hsiuping Inst Technol, Dept Informat Management, Taichung, Taiwan
[2] Natl Chi Nan Univ, Dept Elect Engn, VIPCC Lab, Nantou, Taiwan
关键词
ECG; arterial pulse waveform; data compression; variable-length coding; discrete cosine transform; vector quantization;
D O I
10.1016/S0169-2607(03)00022-1
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Biomedical waveforms, such as electrocardiogram (ECG) and arterial pulse, always possess a lot of important clinical information in medicine and are usually recorded in a long period of time in the application of telemedicine. Due to the huge to compress the biomedical waveform data is vital. By recognizing the strong similarity and correlation between successive beat patterns in biomedical , waveform sequences, an efficient data compression scheme mainly based on pattern matching is introduced in this paper. The waveform codec consists mainly of four units: beat segmentation, beat normalization, two-stage pattern matching and template updating and residual beat coding. Three different residual beat coding Huffman/ run-length coding in discrete such as Huffman/ run-length coding methods, cosine transform domain, and vector quantization, are employed. The simulation results show that our compression algorithms achieve a very significant improvement in the performances of compression ratio and error measurement for both ECG and pulse, as compared with some other compression methods. (C) 2003 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:11 / 27
页数:17
相关论文
共 50 条
  • [31] A Novel Fetal ECG Signal Compression Method: Variance and Neighboring Based Data Compression
    Arican, Murat
    Polat, Kemal
    2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2018,
  • [32] Implementation of RTL Scalable High-Performance Data Compression Method
    Chen X.-J.
    Li B.
    Zhou Q.-L.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2022, 50 (07): : 1548 - 1557
  • [33] Implementation of a Data Packet Generator Using Pattern Matching for Wearable ECG Monitoring Systems
    Noh, Yun Hong
    Jeong, Do Un
    SENSORS, 2014, 14 (07) : 12623 - 12639
  • [34] On the performance of data compression algorithms based upon string matching
    Yang, EH
    Kieffer, JC
    IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (01) : 47 - 65
  • [35] An error pattern ROM compression method for continuous data
    Yang, YD
    Kim, LS
    2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 2, PROCEEDINGS, 2004, : 845 - 848
  • [36] A Novel ECG Data Compression Method Based on Adaptive Fourier Decomposition
    Tan, Chunyu
    Zhang, Liming
    2017 INTERNATIONAL CONFERENCE ON ROBOTICS AND MACHINE VISION, 2017, 10613
  • [37] Method of ECG data compression based on neural network multiobjective optimization
    Wang, Jicheng
    Wang, Xun
    Zhongguo Shengwu Yixue Gongcheng Xuebao/Chinese Journal of Biomedical Engineering, 1997, 16 (04): : 353 - 358
  • [38] Review and Finhancement of ECG Data Compression And Reconstruction Method for Portable Devices
    Pandhe, Diptee C.
    Patil, H. T.
    2015 INTERNATIONAL CONFERENCE ON ENERGY SYSTEMS AND APPLICATIONS, 2015, : 490 - 495
  • [39] High Performance Pattern Matching using the Automata Processor
    Roy, Indranil
    Srivastava, Ankit
    Nourian, Marziyeh
    Becchi, Michela
    Aluru, Srinivas
    2016 IEEE 30TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM (IPDPS 2016), 2016, : 1123 - 1132
  • [40] Compact state machines for high performance pattern matching
    Piyachon, Piti
    Luo, Yan
    2007 44TH ACM/IEEE DESIGN AUTOMATION CONFERENCE, VOLS 1 AND 2, 2007, : 493 - +