Backpropagation Based Analysis of Digitized Electrocardiogram

Authors

  • Shivali S Government College of Engineering and Technology Jammu
  • Sameru Sharma Government College of Engineering and Technology Jammu
  • Ajay Abrol Government College of Engineering and Technology

DOI:

https://doi.org/10.62431/drkrft20

Keywords:

Digitalization, Artificial Intelligence, ECG

Abstract

In this work, digitized ECG are downloaded from Physionet, features like time intervals and amplitudes are recorded and used in analysis & classification of data. A total of 95 beats are used in this study from MITBIH arrhythmia. 27 beats are used for training and 15 beats are used for training. A sensitivity of 72%, specificity of 98.61% and accuracy of 92.51% has been achieved which is comparable to other studies.  The network used has 10-20-7 configuration.

References

Apoorva Mahajan, Ankita Batni, Mayuri Dongre, “Acquisition, Filtering and Analysis of ECG Using MATLAB” International Journal of Advanced Research in Electronics and Communication.Engineering (IJARECE) Volume 4, Issue 5, May 2015 pp1170-1173

Meghashree S J1, Shankar B B2, Praveen J3, Raghavendra Rao, “ ECG Feature Extraction Analysis System for Arrythmia Detection-A Review” international journal of innovative research in electrical, electronics, instrumentation and control engineering Vol. 3, Issue 3, March 2015 pp 107-109

P. Keerthi Priya , Dr.G.Umamaheswara Reddy, ”MATLAB Based GUI for Arrhythmia Detection Using Wavelet Transform” International Journal of Advanced Research in Electrical,Electronics and Instrumentation EngineeringVol. 4, Issue 2, February 2015 pp.807-816.

Priyanka R. K. Shrivastava, Shraddha Panbude, Geeta Narayanan, “Digitization of ECG Paper Records using MATLAB ” International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-4 Issue-6, November 2014 pp 1-3

Durgesh Kumar Ojha, Monica Subashini, “Analysis of Electrocardiograph (ECG) Signal for the Detection of Abnormalities Using MATLAB” International Journal of Medical, Health, Biomedical and Pharmaceutical Engineering Vol:8, No:2, 2014, pp .120-123.

Lopes N and Ribeiro B 2010, A Strategy for Dealing with missing values by using selective activation neuron in multi-topology framework IEEE world congress on computational intelligence WCCI 2

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Published

2023-12-31

How to Cite

Backpropagation Based Analysis of Digitized Electrocardiogram. (2023). IARS’ Knowledge Planet, 978-1-922642-02-8. https://doi.org/10.62431/drkrft20

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