Title :
A DPCM based Electrocardiogram coder with thresholding for real time telemonitoring applications
Author :
Alam, Shahinur ; Gupta, Rajesh
Author_Institution :
Dept. of Appl. Electron. & Instrum. Eng, Heritage Inst. of Technol., Kolkata, India
Abstract :
This paper illustrates a DPCM based approach for real-time compression of ECG data for real time telemonitoring application. For real time implementation a `frame´ is considered with one original sample followed by 64 first difference elements. The coder compresses the non-QRS regions of an ECG data stream through stages of first difference, joint sign and magnitude coding, and run length encoding. A hard thresholding at the equipotential regions have been applied to enhance the RLE efficiency. For testing 10 second ECG data from Physionet has been used with 10-bit quantization level. The CR, PRD and PRDN achieved with PTB Database (ptbdb) are 6.42, 9.77 and 9.77 respectively. With MIT-BIH arrhythmia data (mitdb), these values are 5.92, 8.19 and 8.19 respectively. With MIT-BIH ECG Compression test data (cdb), these values are 4.25, 5.37 and 6.65 respectively. The frame wise compression rises to a value of 12-14 in flat (TP) segments and low 1-2 in QRS regions. The computational simplicity of the algorithm provides an opportunity to implement the coder using a low cost microcontroller.
Keywords :
biomedical telemetry; data compression; differential pulse code modulation; electrocardiography; encoding; medical signal processing; real-time systems; telemedicine; CR; DPCM based electrocardiogram coder; ECG data compression; ECG data stream; ECG data testing; MIT-BIH ECG compression test data; MIT-BIH arrhythmia data; PRDN; PTB Database; Physionet; RLE efficiency enhancement; computational simplicity; equipotential region thresholding; first difference elements; frame wise compression; hard thresholding; joint sign; low cost microcontroller; magnitude coding; nonQRS region compression; quantization level; real time telemonitoring application; real-time compression; run length encoding; time 10 s; Electrocardiography; Equations; Microcontrollers; Real-time systems; Testing; ECG data compression; MIT BIH arrhythmia; compression ratio; real time telemonitoring application;
Conference_Titel :
Communications and Signal Processing (ICCSP), 2014 International Conference on
Conference_Location :
Melmaruvathur
Print_ISBN :
978-1-4799-3357-0
DOI :
10.1109/ICCSP.2014.6949823