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Author:

Xing, Rui (Xing, Rui.) | Dong, Li (Dong, Li.) | Xue, Zhongming (Xue, Zhongming.) | Guo, Zhuoqi (Guo, Zhuoqi.) | Tang, Bingjun (Tang, Bingjun.) | Liu, Yanze (Liu, Yanze.) | Geng, Li (Geng, Li.)

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EI CPCI-S Scopus Engineering Village

Abstract:

This paper presents an electrocardiogram (ECG) processor for the detection of arrhythmia by using shared discrete wavelet transform (DWT) unit, optimized support vector machine (SVM) engine and multi-class classifier. The heartbeat detection (HD) and feature extraction (FE) can be both implemented in a shared DWT unit with extremely low resource overhead. An optimization method is proposed for the transformation of kernel and array scale reduction to lower the complexity of SVM engine. A compressed score matrix is exploited to reduce the computation burden of multi-class classifier. The chip is designed with a standard 40 nm CMOS process, which occupies area of 0.54 mm2 and consumes 10.8 nJ per heartbeat detection under 1.1 V supply voltage at 100 MHz operation frequency. The processor achieving 7-classification of arrhythmia can be used as real-time ECG monitoring for clinical applications with an average accuracy of 97.1%, sensitivity of 97.1% and specificity of 99.5%, respectively, which has better performances than other state-of-the-art works. © 2022 IEEE.

Keyword:

Biomedical signal processing Classification (of information) Discrete wavelet transforms Diseases Electrocardiograms Engines Feature extraction Signal reconstruction Support vector machines

Author Community:

  • [ 1 ] [Xing, Rui]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 2 ] [Dong, Li]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 3 ] [Xue, Zhongming]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 4 ] [Guo, Zhuoqi]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 5 ] [Tang, Bingjun]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 6 ] [Liu, Yanze]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China
  • [ 7 ] [Geng, Li]Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an; 710049, China

Reprint Author's Address:

  • L. Geng;;Xi'An Jiaotong University, Key Lab of Micro-nano Electronics and System Integration of xi'An City School of Microelectronics, Xi'an, 710049, China;;email: gengli@xjtu.edu.cn;;

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ISSN: 1548-3746

Year: 2022

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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