A novel electrocardiogram parameterization algorithm and its application in myocardial infarction detection | |
Liu Bin; Liu Jikui; Wang Guoqing; Huang Kun; Li Fan; Zheng Yang; Luo Youxi; Zhou Fengfeng | |
刊名 | COMPUTERS IN BIOLOGY AND MEDICINE
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2015 | |
英文摘要 | The electrocardiogram (ECG) is a biophysical electric signal generated by the heart muscle, and is one of the major measurements of how well a heart functions. Automatic ECG analysis algorithms usually extract the geometric or frequency-domain features of the ECG signals and have already significantly facilitated automatic ECG-based cardiac disease diagnosis. We propose a novel ECG feature by fitting a given ECG signal with a 20th order polynomial function, defined as PolyECG-S. The PolyECG-S feature is almost identical to the fitted ECG curve, measured by the Akaike information criterion (AIC), and achieved a 94.4% accuracy in detecting the Myocardial Infarction (MI) on the test dataset. Currently ST segment elongation is one of the major ways to detect MI (ST-elevation myocardial infarction, STEMI). However, many ECG signals have weak or even undetectable ST segments. Since PolyECG-S does not rely on the information of ST waves, it can be used as a complementary MI detection algorithm with the STEMI strategy. Overall, our results suggest that the PolyECG-S feature may satisfactorily reconstruct the fitted ECG curve, and is complementary to the existing ECG features for automatic cardiac function analysis. (C) 2014 Elsevier Ltd. All rights reserved. |
收录类别 | SCI |
原文出处 | www.ncbi.nlm.nih.gov/pubmed/25201457 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/7126] ![]() |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | COMPUTERS IN BIOLOGY AND MEDICINE |
推荐引用方式 GB/T 7714 | Liu Bin,Liu Jikui,Wang Guoqing,et al. A novel electrocardiogram parameterization algorithm and its application in myocardial infarction detection[J]. COMPUTERS IN BIOLOGY AND MEDICINE,2015. |
APA | Liu Bin.,Liu Jikui.,Wang Guoqing.,Huang Kun.,Li Fan.,...&Zhou Fengfeng.(2015).A novel electrocardiogram parameterization algorithm and its application in myocardial infarction detection.COMPUTERS IN BIOLOGY AND MEDICINE. |
MLA | Liu Bin,et al."A novel electrocardiogram parameterization algorithm and its application in myocardial infarction detection".COMPUTERS IN BIOLOGY AND MEDICINE (2015). |
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