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ECG Signal Compression and Reconstruction Based on CNN-LSTM-Attention Model.

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Title: ECG Signal Compression and Reconstruction Based on CNN-LSTM-Attention Model.
Authors: Liu W; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China., Chen D; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China., Zhang Z; School of New Energy, Inner Mongolia University of Technology, Ordos 017010, China., Cao Y; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China., Liu Y; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China., Gui Z; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China., Liu L; School of New Energy, Inner Mongolia University of Technology, Ordos 017010, China.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jun 23; Vol. 26 (13). Date of Electronic Publication: 2026 Jun 23.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: ECG Signal Compression and Reconstruction Based on CNN-LSTM-Attention Model.
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  Data: <searchLink fieldCode="AU" term="%22Liu+W%22">Liu W</searchLink>; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China.<br /><searchLink fieldCode="AU" term="%22Chen+D%22">Chen D</searchLink>; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Z%22">Zhang Z</searchLink>; School of New Energy, Inner Mongolia University of Technology, Ordos 017010, China.<br /><searchLink fieldCode="AU" term="%22Cao+Y%22">Cao Y</searchLink>; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China.<br /><searchLink fieldCode="AU" term="%22Liu+Y%22">Liu Y</searchLink>; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China.<br /><searchLink fieldCode="AU" term="%22Gui+Z%22">Gui Z</searchLink>; School of Information and Communication Engineering, North University of China, Taiyuan 030051, China.<br /><searchLink fieldCode="AU" term="%22Liu+L%22">Liu L</searchLink>; School of New Energy, Inner Mongolia University of Technology, Ordos 017010, China.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Jun 23; Vol. 26 (13). <i>Date of Electronic Publication: </i>2026 Jun 23.
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        Value: 10.3390/s26133983
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      – TitleFull: ECG Signal Compression and Reconstruction Based on CNN-LSTM-Attention Model.
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              Text: 2026 Jun 23
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