A 2D electrocardiogram data compression method using a sample entropy-based complexity sorting approach

被引:11
|
作者
Pandey, Anukul [1 ]
Saini, Barjinder Singh [1 ]
Singh, Butta [2 ]
Sood, Neetu [1 ]
机构
[1] Dr BR Ambedkar Natl Inst Technol, Dept Elect & Commun Engn, Jalandhar, India
[2] Guru Nanak Dev Univ, Dept Elect & Commun Engn, Reg Campus, Jalandhar, India
关键词
Electrocardiogram; ECG; Pre-processing; Data compression; Sample entropy; SampEn; JPEG2000; Quality score; Complexity sorting; ECG DATA-COMPRESSION; WAVELET; SIGNALS; ALGORITHM;
D O I
10.1016/j.compeleceng.2016.10.012
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an effectual sample entropy (SampEn) based complexity sorting preprocessing technique for two dimensional electrocardiogram (ECG) data compression. The novelty of the approach lies in its ability to compress the quasi-periodic ECG signal by exploiting the intra and inter-beat correlations. The proposed method comprises the following steps: (1) QRS detection, (2) Length normalization, (3) Dc equalization, (4) SampEn based nonlinear complexity sorting and (5) Compression using JPEG2000 Codec. The performance has been evaluated over 48 records from the MIT-BIH arrhythmia database. The average quality score (QS) measurements at different residual errors were 42.25, 4.73, and 2.75 for percentage root mean square difference (PRD), PRD1024, and PRD Normalized respectively. The work also reports extensive experimentations on the compressor for various durations of the ECG records (5-30 min, with 5-min increment). The proposed algorithm demonstrates significantly better perforthance in comparison to the contemporary stateof-the-art works present in the literature. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:30 / 45
页数:16
相关论文
共 31 条
  • [1] ELECTROCARDIOGRAM DATA COMPRESSION TECHNIQUES IN 1D/2D DOMAIN
    Pandey, Anukul
    Saini, Barjinder Singh
    Singh, Butta
    BIOMEDICAL ENGINEERING-APPLICATIONS BASIS COMMUNICATIONS, 2021, 33 (02):
  • [2] Complexity sorting and coupled chaotic map based on 2D ECG data compression-then-encryption and its OFDM transmission with impair sample correction
    Pandey, Anukul
    Saini, Barjinder Singh
    Singh, Butta
    Sood, Neetu
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (09) : 11223 - 11261
  • [3] Complexity sorting and coupled chaotic map based on 2D ECG data compression-then-encryption and its OFDM transmission with impair sample correction
    Anukul Pandey
    Barjinder Singh Saini
    Butta Singh
    Neetu Sood
    Multimedia Tools and Applications, 2019, 78 : 11223 - 11261
  • [4] Real-time seed sorting system via 2D information entropy-based CNN pruning and TensorRt acceleration
    Li, Chunlei
    Li, Huanyu
    Liao, Liang
    Liu, Zhoufeng
    Dong, Yan
    IET IMAGE PROCESSING, 2023, 17 (06) : 1694 - 1708
  • [5] A new automated compression technique for 2D electrocardiogram signals using discrete wavelet transform
    Pal, Hardev Singh
    Kumar, A.
    Vishwakarma, Amit
    Singh, Girish Kumar
    Lee, Heung-No
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 133
  • [6] Entropy-Based Sim(3) Calibration of 2D Lidars to Egomotion Sensors
    Lambert, Jacob
    Clement, Lee
    Giamou, Matthew
    Kelly, Jonathan
    2016 IEEE INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2016, : 455 - 461
  • [7] An Integrated Approach Using Chaotic Map & Sample Value Difference Method for Electrocardiogram Steganography and OFDM Based Secured Patient Information Transmission
    Pandey, Anukul
    Saini, Barjinder Singh
    Singh, Butta
    Sood, Neetu
    JOURNAL OF MEDICAL SYSTEMS, 2017, 41 (12)
  • [8] Compression of power quality event data using 2D representation
    Gerek, Oemer Nezih
    Ece, Dogan Goekhan
    ELECTRIC POWER SYSTEMS RESEARCH, 2008, 78 (06) : 1047 - 1052
  • [9] Quality controlled ECG data compression based on 2D discrete cosine coefficient filtering and iterative JPEG2000 encoding
    Pandey, Anukul
    Saini, Barjinder Singh
    Singh, Butta
    Sood, Neetu
    MEASUREMENT, 2020, 152 (152)
  • [10] An Image Processing Approach for Compression of ECG Signals Based on 2D RLE and SPIHT
    Kumar, M. B. Punith
    Shreekanth, T.
    Prajwal, M. R.
    Shashank, N. S.
    EMERGING RESEARCH IN ELECTRONICS, COMPUTER SCIENCE AND TECHNOLOGY, ICERECT 2018, 2019, 545 : 981 - 995