Automatic Arrhythmia Beat Detection: Algorithm, System, and Implementation

被引：2

作者：

Jatmiko, Wisnu ^{[1
]}

Setiawan, I. Md Agus ^{[1
]}

Akbar, Muhammad Ali ^{[1
]}

Suryana, Muhammad Eka ^{[1
]}

Wardhana, Yulistiyan ^{[1
]}

Rachmadi, Muhammad Febrian ^{[2
]}

机构：

[1] Univ Indonesia, Fac Comp Sci, Depok 16424, Indonesia

[2] Univ Edinburgh, Sch Informat, Edinburgh EH8 9LE, Midlothian, Scotland

来源：

MAKARA JOURNAL OF TECHNOLOGY | 2016年 / 20卷 / 02期

关键词：

arrhythmia; learning vector quantization; FN-GLVQ; FPGA;

D O I：

10.7454/mst.v20i2.3060

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Cardiac disease is one of the major causes of death in the world. Early diagnose of the symptoms depends on abnormality on heart beat pattern, known as Arrhythmia. A novel fuzzy neuro generalized learning vector quantization for automatic Arrhythmia heart beat classification is proposed. The algorithm is an extension from the GLVQ algorithm that employs a fuzzy logic concept as the discriminant function in order to develop a robust algorithm and improve the classification performance. The algorithm is tested against MIT-BIH arrhythmia database to measure the performance. Based on the experiment result, FN-GLVQ is able to increase the accuracy of GLVQ by a soft margin. As we intend to build a device with automated Arrhythmia detection, FN-GLVQ is then implemented into Field Gate Programmable Array to prototype the system into a real device.

引用

页码：82 / 92

页数：11

共 50 条

[1] Automatic Real-time Beat-to-beat Detection of Arrhythmia Conditions
Rosa, Giovanni
Laudato, Gennaro
Colavita, Angela Rita
Scalabrino, Simone
Oliveto, Rocco
[J]. HEALTHINF: PROCEEDINGS OF THE 14TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES - VOL. 5: HEALTHINF, 2021, : 212 - 222
[2] An automatic beat detection algorithm for pressure signals
Aboy, M
McNames, J
Thong, T
Tsunami, D
Ellenby, MS
Goldstein, B
[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2005, 52 (10) : 1662 - 1670
[3] Algorithm for Automatic Beat Detection of Cardiovascular Pressure Signals
Beattie, Zachary T.
[J]. 2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 2594 - 2597
[4] An Optimal Automatic Beat Detection Algorithm Based on Detector Switching
Tchuidjang, P.
Corsi, C.
De Bie, J.
[J]. COMPUTERS IN CARDIOLOGY 2008, VOLS 1 AND 2, 2008, : 249 - +
[5] Automatic Arrhythmia Detection Based on the Probabilistic Neural Network with FPGA Implementation
Srivastava, Rohini
Kumar, Basant
Alenezi, Fayadh
Alhudhaif, Adi
Althubiti, Sara A.
Polat, Kemal
[J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
[6] LifeShirt® Acquisition System to Monitor ECG from Ambulatory Swine and the Implementation of an Arrhythmia Detection Algorithm
Kyle, Aaron M.
Rogers, Pamela I.
Han, Seongwook
Chen, Peng-Sheng
March, Keith L.
[J]. 2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 4820 - +
[7] ARRHYTHMIA - ANOMALOUS BEAT MONITORING SYSTEM
DELLOSSO, LF
[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1973, BM20 (01) : 43 - 50
[8] An Improved CNNLSTM Algorithm for Automatic Detection of Arrhythmia Based on Electrocardiogram Signal
Zhang, Jingyao
Ma, Fengying
Chen, Wei
[J]. DATABASE SYSTEMS FOR ADVANCED APPLICATIONS: DASFAA 2021 INTERNATIONAL WORKSHOPS, 2021, 12680 : 185 - 196
[9] ARRHYTHMIA-ANOMALOUS BEAT MONITORING SYSTEM
MEYERWAA.K
THOMPSON, N
[J]. BIOMEDIZINISCHE TECHNIK, 1973, 18 (06): : 226 - 229
[10] Evaluation of fusion beat detection with a new ventricular automatic capture algorithm in ICDs
Boriani, G
Biffi, M
Schwarz, T
Dong, YT
Koenig, A
Temporin, S
Meyer, S
Sperzel, J
[J]. PACE-PACING AND CLINICAL ELECTROPHYSIOLOGY, 2005, 28 : S263 - S266

← 1 2 3 4 5 →