Title :
Real-time lossless ECG compression for low-power wearable medical devices based on adaptive region prediction
Author :
Ke Li ; Yun Pan ; Fangjian Chen ; Kwang-Ting Cheng ; Ruohong Huan
Author_Institution :
Dept. of Inf. Sci. & Electron. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
A real-time lossless compression technique for ECG signals, which benefits wearable medical devices with stringent low-power requirements, is presented. The real-time ECG waveform is automatically classified into four regions according to its fluctuation features and the most suitable prediction method is adaptively selected from several linear prediction methods for different regions. Further proposed is the use of a modified variable length code to encode the prediction difference for a simpler transmit format. Experimental results based on three publically available test databases show that the proposed method achieves a better compression ratio with a lower prediction difference than existing state-of-the-art approaches. A very large-scale integration implementation is also demonstrated which can be used as an intellectual property core with a core area of 25 809 μm2 and which achieves a power consumption of 127 μW at 100 MHz in a 0.18 μm CMOS technology.
Keywords :
CMOS integrated circuits; biomedical electronics; electrocardiography; encoding; feature extraction; fluctuations; medical signal processing; power consumption; signal classification; waveform analysis; CMOS technology; ECG signals; adaptive region prediction; compression ratio; fluctuation features; frequency 100 MHz; intellectual property core; large-scale integration implementation; linear prediction methods; low-power wearable medical devices; modified variable length code; power 127 muW; power consumption; prediction difference encoding; publically available test databases; real-time ECG waveform classification; real-time lossless ECG compression; simpler transmit format; size 0.18 mum; stringent low-power requirements;
Journal_Title :
Electronics Letters
DOI :
10.1049/el.2014.3058