Hybrid encoding algorithm for real time compressed electrocardiogram acquisition

被引:27
作者
Bera, Priyanka [1 ]
Gupta, Rajarshi [1 ]
机构
[1] Univ Calcutta, Dept Appl Phys, 92 APC Rd, Kolkata 700073, India
关键词
Electrocardiogram; Compressed acquisition; Compression ratio; Distortion measure; Bits per sample efficiency; ECG DATA-COMPRESSION; SYSTEM;
D O I
10.1016/j.measurement.2016.05.085
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Tele-healthcare systems have shown a great promise toward flexibility in wireless medical signal collection and increased mobility of the patient to achieve early diagnosis. We describe a simple, lossy compression algorithm for single lead Electrocardiograms (ECG) using a hybrid encoding strategy, which can be utilized for patient monitoring application. It detects the ECG beats in real time, divides it into equal size 'plain' or 'complex' blocks based on complexity measure and allocate bits using two different principles to optimize the entropy (bits per sample efficiency) in the encoded bit-stream. With MIT BIH arrhythmia data at 1 kHz sampling and 10-bit quantization, the algorithm achieved an average CR and PRDN of 10.99 and 3.27 respectively, with average bit per sample value of 1.49. The average distortion in clinical signatures using PTB diagnostic ECG data was found to be less than 3%, which is clinically acceptable. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:651 / 660
页数:10
相关论文
共 35 条
[1]  
Alam S., 2014, 2014 International Conference on Communications and Signal Processing (ICCSP), P176, DOI 10.1109/ICCSP.2014.6949823
[2]   Multi-channel simultaneous data acquisition through a compressive sampling-based approach [J].
Angrisani, Leopoldo ;
Bonavolonta, Francesco ;
Liccardo, Annalisa ;
Lo Moriello, Rosario Schiano ;
Ferrigno, Luigi ;
Laracca, Marco ;
Miele, Gianfranco .
MEASUREMENT, 2014, 52 :156-172
[3]   Fixed percentage of wavelet coefficients to be zeroed for ECG compression [J].
Benzid, R ;
Marir, F ;
Boussaad, A ;
Benyoucef, M ;
Arar, D .
ELECTRONICS LETTERS, 2003, 39 (11) :830-831
[4]   KLT-based quality controlled compression of single-lead ECG [J].
Blanchett, T ;
Kember, GC ;
Fenton, GA .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1998, 45 (07) :942-945
[5]  
Candès EJ, 2008, IEEE SIGNAL PROC MAG, V25, P21, DOI 10.1109/MSP.2007.914731
[6]   A Reliable Transmission Protocol for ZigBee-Based Wireless Patient Monitoring [J].
Chen, Shyr-Kuen ;
Kao, Tsair ;
Chan, Chia-Tai ;
Huang, Chih-Ning ;
Chiang, Chih-Yen ;
Lai, Chin-Yu ;
Tung, Tse-Hua ;
Wang, Pi-Chung .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2012, 16 (01) :6-16
[7]   Signal quality indices and data fusion for determining clinical acceptability of electrocardiograms [J].
Clifford, G. D. ;
Behar, J. ;
Li, Q. ;
Rezek, I. .
PHYSIOLOGICAL MEASUREMENT, 2012, 33 (09) :1419-1433
[8]   A Smart ECG Measurement System Based on Web-Service-Oriented Architecture for Telemedicine Applications [J].
De Capua, Claudio ;
Meduri, Antonella ;
Morello, Rosario .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2010, 59 (10) :2530-2538
[9]   Compressed Sensing System Considerations for ECG and EMG Wireless Biosensors [J].
Dixon, Anna M. R. ;
Allstot, Emily G. ;
Gangopadhyay, Daibashish ;
Allstot, David J. .
IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2012, 6 (02) :156-166
[10]   Sensing Devices and Sensor Signal Processing for Remote Monitoring of Vital Signs in CHF Patients [J].
Fanucci, Luca ;
Saponara, Sergio ;
Bacchillone, Tony ;
Donati, Massimiliano ;
Barba, Pierluigi ;
Sanchez-Tato, Isabel ;
Carmona, Cristina .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2013, 62 (03) :553-569