PMID- 30977601
OWN - NLM
STAT- MEDLINE
DCOM- 20190703
LR  - 20191210
IS  - 1671-7104 (Print)
IS  - 1671-7104 (Linking)
VI  - 43
IP  - 2
DP  - 2019 Mar 30
TI  - [Automatic Identifcation of Heart Block Precise Location Based on Sparse 
      Connection Residual Network].
PG  - 86-89
LID - 10.3969/j.issn.1671-7104.2019.02.003 [doi]
AB  - OBJECTIVE: To classify Right Bundle Branch Block (RBBB),Left Bundle Branch Block 
      (LBBB) and normal ECG signals automatically. METHODS: The MIT-BIH database was 
      used as experimental data sources.The training set and test set were extracted 
      for training and testing network models.Based on convolutional neural 
      network,this paper proposed the core algorithm:sparse connection residual 
      network.Compared the sparse connected residual network with classic network 
      models,then evaluated the recognition effect of the model. RESULTS: The accuracy 
      of the test set the MIT-BIH database was 95.2%,the result is better than classic 
      network models. CONCLUSIONS: The algorithm proposed in this paper can assist 
      doctors in the diagnosis of heart block related disease and place a high value on 
      clinical application.
FAU - Qi, Ji
AU  - Qi J
AD  - Department of Biomedical Engineering, China Medical University, Shenyang, 110122.
AD  - The Fourth Affiliated Hospital of China Medical University, Shenyang, 110032.
FAU - Zhang, Ruiqing
AU  - Zhang R
AD  - Department of Biomedical Engineering, China Medical University, Shenyang, 110122.
FAU - Shen, Yang
AU  - Shen Y
AD  - Department of Biomedical Engineering, China Medical University, Shenyang, 110122.
FAU - Chang, Shijie
AU  - Chang S
AD  - Department of Biomedical Engineering, China Medical University, Shenyang, 110122.
FAU - Sha, Xiangzheng
AU  - Sha X
AD  - Department of Biomedical Engineering, China Medical University, Shenyang, 110122.
LA  - chi
PT  - Journal Article
PL  - China
TA  - Zhongguo Yi Liao Qi Xie Za Zhi
JT  - Zhongguo yi liao qi xie za zhi = Chinese journal of medical instrumentation
JID - 9426153
SB  - IM
MH  - Algorithms
MH  - *Arrhythmias, Cardiac/diagnostic imaging
MH  - *Bundle-Branch Block/diagnostic imaging
MH  - *Electrocardiography
MH  - Humans
MH  - *Neural Networks, Computer
OTO - NOTNLM
OT  - CNN
OT  - deep learning
OT  - heart block
EDAT- 2019/04/13 06:00
MHDA- 2019/07/04 06:00
CRDT- 2019/04/13 06:00
PHST- 2019/04/13 06:00 [entrez]
PHST- 2019/04/13 06:00 [pubmed]
PHST- 2019/07/04 06:00 [medline]
AID - 10.3969/j.issn.1671-7104.2019.02.003 [doi]
PST - ppublish
SO  - Zhongguo Yi Liao Qi Xie Za Zhi. 2019 Mar 30;43(2):86-89. doi: 
      10.3969/j.issn.1671-7104.2019.02.003.