ECG data compression using a neural network model based on multi-objective optimization.
文献类型：期刊论文
| 作者 | Zhang, Bo ; Zhao, Jiasheng ; Chen, Xiao ; Wu, Jianhuang |
| 刊名 | PLOS ONE
 |
| 出版日期 | 2017 |
| 文献子类 | 期刊论文 |
| 英文摘要 | Electrocardiogram (ECG) data analysis is of great significance to the diagnosis of cardiovascular disease. ECG compression should be processed in real time, and the data should be based on lossless compression and have high predictability. In terms of the real time aspect, short-time Fourier transformation is applied to the processing of signal wave for reducing computational time. For the lossless compression requirement, wavelet-transformation that is a coding algorithm can be used to avoid loss of data. In practice, compression is required to avoid storing redundant recording data that are not useful in the diagnosis platform. The obtained data can be preprocessed to remove noise by using wavelet transform, and then a multi-objective optimize neural network model is used to extract feature information. Compared with the existing traditional methods such as direct data processing method and transform method, our proposed compression model has self-learning ability to achieve high data compression ratio at 1: 19 without losing important ECG information and compromising quality. Upon testing, we demonstrated that the proposed ECG data compression method based onmulti-objective optimization neural network is effective and efficient in clinical practice. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/11967]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | PLOS ONE |
| 推荐引用方式 GB/T 7714 | Zhang, Bo , Zhao, Jiasheng , Chen, Xiao ,et al. ECG data compression using a neural network model based on multi-objective optimization.[J]. PLOS ONE,2017. |
| APA | Zhang, Bo , Zhao, Jiasheng , Chen, Xiao ,& Wu, Jianhuang.(2017).ECG data compression using a neural network model based on multi-objective optimization..PLOS ONE. |
| MLA | Zhang, Bo ,et al."ECG data compression using a neural network model based on multi-objective optimization.".PLOS ONE (2017). |
入库方式： OAI收割
来源：深圳先进技术研究院
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