A Novel Detection Method of Bundle Branch Block from Multi-lead ECG

被引：0

作者：

Hu, Jing ^{[1
]}

Zhao, Wei ^{[1
]}

Jia, Dongya ^{[1
]}

Yan, Cong ^{[1
]}

Wang, Hongmei ^{[1
]}

Li, Zhenqi ^{[1
]}

You, Tianyuan ^{[1
]}

机构：

[1] Guangzhou Shiyuan Elect Co Ltd, Cent Res Inst, Guangzhou 510530, Guangdong, Peoples R China

来源：

2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC) | 2019年

关键词：

D O I：

10.1109/embc.2019.8857485

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

Bundle branch block (BBB) is a common conduction block disease and can be diagnosed using electrocardiogram (ECG) signal in clinical practice. In this paper, a novel method was proposed to detect two types of BBB: right BBB (RBBB) and left BBB (LBBB) based on the combination of deep features and several kinds of expert features. We evaluated the proposed method on the MIT-BIH Arrhythmia database (AR) and China Physiological Signal Challenge 2018 database (CPSC). The proposed method achieved an accuracy of 99.96% (AR) in the class-oriented evaluation and an accuracy of 98.76% (AR) and 97.88% (CPSC) in the subject-oriented evaluation, better than the baseline methods. Experimental results show that our method would be a good choice for the detection of the BBB.

引用

页码：79 / 82

页数：4

共 12 条

[1]

Allami R., 2016, 2016 COMP CARD C CIN, P132

[2]

[Anonymous], P WORLD C ENG

[3] Automatic classification of heartbeats using ECG morphology and heartbeat interval features [J].

de Chazal, P ;

O'Dwyer, M ;

Reilly, RB .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2004, 51 (07) :1196-1206

[4] Weighted Conditional Random Fields for Supervised Interpatient Heartbeat Classification [J].

de Lannoy, Gael ;

Francois, Damien ;

Delbeke, Jean ;

Verleysen, Michel .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2012, 59 (01) :241-247

[5] Detection of Bundle Branch Block using Adaptive Bacterial Foraging Optimization and Neural Network [J].

Kora, Padmavthi ;

Kalva, Rama Krishna .

EGYPTIAN INFORMATICS JOURNAL, 2017, 18 (01) :67-74

[6] Clustering ECG complexes using Hermite functions and self-organizing maps [J].

Lagerholm, M ;

Peterson, C ;

Braccini, G ;

Edenbrandt, L ;

Sörnmo, L .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2000, 47 (07) :838-848

[7] Arrhythmia detection from heart rate variability by SDFA method [J].

Linhares, Raquel Romes .

INTERNATIONAL JOURNAL OF CARDIOLOGY, 2016, 224 :27-32

[8] The impact of the MIT-BIH arrhythmia database [J].

Moody, GA ;

Mark, RG .

IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2001, 20 (03) :45-50

[9]

Sharma L. D., 2017, 2017 C INF COMM TECH, P1, DOI DOI 10.1109/INFOCOMTECH.2017.8340585

[10]

Ye C, 2010, IEEE ENG MED BIO, P1918

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