Heart abnormality does not choose gender, age and races when it strikes. With no warning signs or symptoms, it can result to a sudden death of the patient. Generally, heart’s irregular electrical activity is defined as heart abnormality. Via implementation of Multilayer Perceptron (MLP) network, this paper tries to develop a program that allows the detection of heart abnormality activity. Utilizing several training algorithms with Purelin activation function, an amount of heartbeat signals received through the electrocardiogram (ECG) will be employed to condition the MLP network.
REFERENCES
1.
2.
Texas Heart Institute
, Heart anatomy
, Texas Heart Institute
, Houston
, 2016
3.
National Heart Foundation of Australia
, The heart foundation, National Heart Foundation of Australia, Sydney, 2009
.4.
J. R.
Hampton
, The ECG Made Easy
(International Edition: Churchill Livingstone Elsevier
, London
, 2013
).5.
L. R.
Barker
, J. R.
Burton
and P. D.
Zieve
, Principles of Ambulatory Medicine
(Lippinocott, Wilkins and Williams
, Philadelphia
, 2003
).6.
M.
Cadogan
, U wave, Life in the Fast Lane
, 2016
, http://lifeinthefastlane.com/ecg-library/basics/u-wave/.7.
N. A. Mat
Isa
, F. R.
Hashim
, F. W.
Mei
, D. A.
Ramli
, W. M. Wan
Omar
and K. Z.
Zambli
, “Predicting quality of river’s water based on algae composition using artificial neural network
,” in 4th IEEE International Conference on Industrial Informatics
(Institute of Electrical and Electronics Engineers
, Piscataway, NJ
, 2006
), pp. 1340
–1345
.8.
D. A.
Ramli
, J. M.
Saleh
, F. R.
Hashim
and N. A. Mat
Isa
, “Multilayered perceptron (MLP) network trained by recursive least squares algorithm
,” in 1st International Conference on Computers, Communications, and Signal Processing with Special Track on Biomedical Engineering
(2005
), pp. 288
–291
.9.
F. R.
Hashim
, J. J.
Soraghan
and L.
Petropaulakis
, Artificial Intelligence Applications and Innovations
381
, 19
–27
(2012
).10.
F. R.
Hashim
, N. G. Nik
Daud
, A. S. N.
Mokhtar
, A. F.
Rashidi
and K. A.
Ahmad
, Indian Journal of Science and Technology
10
, 1
–5
(2017
).11.
F. R.
Hashim
, J.
Adnan
, N. G. N.
Daud
, A. S. N.
Mokhtar
, A. F.
Rashidi
and Z. I.
Rizman
, Journal of Fundamental and Applied Sciences
9
, 131
–140
(2017
).12.
J.
Adnan
, N. G. N.
Daud
, A. S. N.
Mokhtar
, F. R.
Hashim
, S.
Ahmad
, A. F.
Rashidi
and Z. I.
Rizman
, Journal of Fundamental and Applied Sciences
9
, 417
–432
(2017
).13.
I. M.
Yassin
I, R.
Jailani
, M.
Ali
, M. S.
Amin
, R.
Baharom
, A.
Hassan
, A.
Huzaifah
and Z. I.
Rizman
, International Journal on Advanced Science, Engineering and Information Technology
7
, 215
–221
(2017
).14.
A.
Zabidi
, I. M.
Yassin
, H. A.
Hassan
, N.
Ismail
, M. M. A. M.
Hamzah
and Z. I.
Rizman
, Journal of Fundamental and Applied Sciences
9
, 768
–778
(2017
).
This content is only available via PDF.
© 2018 Author(s).
2018
Author(s)
