Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system
This study presents the development of a hybrid system consisting of an ensemble of Extended Kalman Filter (EKF) based Multi Layer Perceptron Network (MLPN) and a one-pass learning Fuzzy Inference System using Look-up Table Scheme for the recognition of electrocardiogram (ECG) signals. This system c...
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| Format: | Article |
| Language: | English |
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2006
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| Online Access: | http://eprints.um.edu.my/9299/1/Intelligent_classification_of_electrocardiogram_%28ECG%29_signal_using_extended_Kalman_Filter_%28EKF%29_based_neuro_fuzzy_system.pdf |
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| author | Meau, Y.P. Ibrahim, F. Narainasamy, S.A.L. Omar, R. |
| author_facet | Meau, Y.P. Ibrahim, F. Narainasamy, S.A.L. Omar, R. |
| author_sort | Meau, Y.P. |
| collection | UM |
| description | This study presents the development of a hybrid system consisting of an ensemble of Extended Kalman Filter (EKF) based Multi Layer Perceptron Network (MLPN) and a one-pass learning Fuzzy Inference System using Look-up Table Scheme for the recognition of electrocardiogram (ECG) signals. This system can distinguish various types of abnormal ECG signals such as Ventricular Premature Cycle (VPC), T wave inversion (TINV), ST segment depression (STDP), and Supraventricular Tachycardia (SVT) from normal sinus rhythm (NSR) ECG signal. © 2006 Elsevier Ireland Ltd. All rights reserved. |
| first_indexed | 2024-03-06T05:23:29Z |
| format | Article |
| id | um.eprints-9299 |
| institution | Universiti Malaya |
| language | English |
| last_indexed | 2024-03-06T05:23:29Z |
| publishDate | 2006 |
| record_format | dspace |
| spelling | um.eprints-92992017-11-01T05:45:15Z http://eprints.um.edu.my/9299/ Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system Meau, Y.P. Ibrahim, F. Narainasamy, S.A.L. Omar, R. T Technology (General) TA Engineering (General). Civil engineering (General) This study presents the development of a hybrid system consisting of an ensemble of Extended Kalman Filter (EKF) based Multi Layer Perceptron Network (MLPN) and a one-pass learning Fuzzy Inference System using Look-up Table Scheme for the recognition of electrocardiogram (ECG) signals. This system can distinguish various types of abnormal ECG signals such as Ventricular Premature Cycle (VPC), T wave inversion (TINV), ST segment depression (STDP), and Supraventricular Tachycardia (SVT) from normal sinus rhythm (NSR) ECG signal. © 2006 Elsevier Ireland Ltd. All rights reserved. 2006 Article PeerReviewed application/pdf en http://eprints.um.edu.my/9299/1/Intelligent_classification_of_electrocardiogram_%28ECG%29_signal_using_extended_Kalman_Filter_%28EKF%29_based_neuro_fuzzy_system.pdf Meau, Y.P. and Ibrahim, F. and Narainasamy, S.A.L. and Omar, R. (2006) Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system. Computer Methods and Programs in Biomedicine, 82 (2). pp. 157-168. ISSN 0169-2607, DOI https://doi.org/10.1016/j.cmpb.2006.03.003 <https://doi.org/10.1016/j.cmpb.2006.03.003>. http://www.scopus.com/inward/record.url?eid=2-s2.0-33646133912&partnerID=40&md5=ff7a7024394a053c4b699c09e20f3625 http://www.sciencedirect.com/science/article/pii/S0169260706000654 http://www.ncbi.nlm.nih.gov/pubmed/16638620 10.1016/j.cmpb.2006.03.003 |
| spellingShingle | T Technology (General) TA Engineering (General). Civil engineering (General) Meau, Y.P. Ibrahim, F. Narainasamy, S.A.L. Omar, R. Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title | Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title_full | Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title_fullStr | Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title_full_unstemmed | Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title_short | Intelligent classification of electrocardiogram (ECG) signal using extended Kalman Filter (EKF) based neuro fuzzy system |
| title_sort | intelligent classification of electrocardiogram ecg signal using extended kalman filter ekf based neuro fuzzy system |
| topic | T Technology (General) TA Engineering (General). Civil engineering (General) |
| url | http://eprints.um.edu.my/9299/1/Intelligent_classification_of_electrocardiogram_%28ECG%29_signal_using_extended_Kalman_Filter_%28EKF%29_based_neuro_fuzzy_system.pdf |
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