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1. Perspective of Generalizing Deep Boltzmann Machine for ECG Signal Classification NSTL国家科技图书文献中心

Jeyaraj, Pandia Raja... |  Asokan, Siva Prakash... -  《National Academy Science Letters》 - 2025,48(1) - 39~43 - 共5页

摘要: Electrocardiogram (ECG) signal from the extracted large amount of |  to meticulously classify physiological signal like |  arrhythmia in real-time ECG signals. The performance of |  classification of most of the arrhythmia ECG and has high |  model performs consistently on various real-time ECG
关键词: Data analysis |  Deep learning algorithm |  Deep Boltzmann machine |  ECG signal |  Wearable devices

2. ECG Signal Classification with a Multi-stage Model Integrating CNN, SNN, and ResNet NSTL国家科技图书文献中心

Xiangyu Shi |  Dianjing Cheng... -  《Advanced Data Mining and Applications,Part I》 -  International Conference on Advanced Data Mining and Applications - 2025, - 361~372 - 共12页

摘要:Electrocardiogram (ECG) signal classification |  relatively low accuracy when applied to ECG signal |  the performance of ECG signal classification. The |  accuracy of ECG signal classification, providing a novel |  from the ECG signals, followed by SNN to capture
关键词: Convolutional neural network (CNN) |  Spiking neural network (SNN) |  Residual network (ResNet) |  Electrocardiogram (ECG) |  Signal processing and classification

3. Detection of cardiac abnormalities in ECG signal using time-based signal processing algorithm NSTL国家科技图书文献中心

Kiran Kumar Patro |  Allam Jaya Prakash... -  《International journal of computational vision and robotics》 - 2025,15(1) - 59~74 - 共16页

摘要: signal characteristics, including R-R interval, T |  and compared with NSR to determine ECG cardiac |  detected using the time and amplitude features of the ECG |  online Physionet ECG databases (the AFDB, NSR, and MIT | Electrocardiograms are bioelectrical signals
关键词: electrocardiogram |  ECG |  cardiac abnormalities |  signal processing |  bradycardia |  tachycardia |  atrial fibrillation |  AF |  left bundle branch block |  LBBB...

4. Wavelet Integrated Convolutional Neural Network for ECG Signal Denoising NSTL国家科技图书文献中心

Takamasa Terada |  Masahiro Toyoura -  《MultiMedia Modeling,Part IV》 -  International Conference on MultiMedia Modeling - 2025, - 311~324 - 共14页

摘要:Wearable electrocardiogram (ECG) measurement |  bands of ECG and noise make noise reduction difficult |  features in a clean ECG. Testing confirms that the |  proposed method effectively predicts accurate ECG |  signal-to-noise ratio (SNR) range of - 10 - 10 are
关键词: Electrocardiogram |  Wavelet transform |  Denoising autoencoder |  Convolutional neural network

5. Multi-criteria Bayesian optimization of Empirical Mode Decomposition and hybrid filters fusion for enhanced ECG signal denoising and classification: Cardiac arrhythmia and myocardial infarction cases NSTL国家科技图书文献中心

Bentaleb D. |  Khatar Z. -  《Computers in Biology and Medicine》 - 2025,184 - 109462~109462 - 共13页

摘要: ECG signal. We employ a multi-criteria Bayesian |  of ECG signals, focusing on the use of a hybrid |  parameters to further improve the signal quality | © 2024 Elsevier LtdThis paper introduces a |  new advanced model for denoising and classification
关键词: Arrhythmia classification |  Cardiac diseases classification |  ECG deep learning classification |  ECG signal denoising |  Myocardial infarction classification

6. A novel linear discriminant analysis-based classification of R-peaks in different ECG signal datasets NSTL国家科技图书文献中心

Varun Gupta -  《International journal of bioinformatics research and applications》 - 2025,21(2) - 153~170 - 共18页

摘要: electrocardiogram (ECG) signal processing as reported by the same | In the current scenario, there is a need to |  develop efficient pre-processing and classification |  techniques which can form the basis of an automated health |  monitoring system. In this paper, independent component
关键词: electrocardiogram |  ECG |  adaptive notch filter |  ANF |  independent component analysis |  ICA |  linear discriminant analysis |  LDA |  signal-to-noise ratio |  SNR

7. DBPF pre-processing-based improved ECG signal analysis in medical engineering applications NSTL国家科技图书文献中心

Gupta, Varun -  《International Journal of Engineering Systems Modelling and Simulation》 - 2025,16(2) - 111~118 - 共8页

摘要: form of electrocardiogram (ECG) signal. Unfortunately |  envelope, and factor analysis is used for ECG signal |  analysis. The analysis of ECG signal is done by | -BIH Arr) database and MIT-BIH Long-Term ECG database | Bioinformatics is the essential field to
关键词: bioinformatics |  electrocardiogram |  ECG |  digital bandpass filter |  Hilbert envelope |  factor analysis |  R-peaks

8. An ECG Signal Classification System Using EMD and Pipelined Yolo Network NSTL国家科技图书文献中心

M. Jyothi Prasad |  C. Bennila Thangamma... -  《Circuits, systems, and signal processing》 - 2025,44(3) - 1983~1998 - 共16页

摘要: Chebyshev filter on the source ECG signal to detect and |  source ECG signal into either normal or Arrhythmia. The |  detecting abnormal electrocardiogram (ECG) signals. This |  arrhythmia ECG signals amidst normal ECG signals, targeting |  preprocessed ECG signals are decomposed into number of sub
关键词: ECG |  Chebyshev filter |  Arrhythmia |  PYOLO |  Dataset

9. Sleep Apnea Detection from Single-Lead ECG Signal Using Hybrid Deep CNN NSTL国家科技图书文献中心

Duc Thien Pham |  Roman Moucek -  《Brain Informatics,Part I》 -  International Conference on Brain Informatics - 2025, - 110~120 - 共11页

摘要: detect SA using a single-lead ECG signal. We validated |  electrocardiogram (ECG) is vital for diagnosing SA due to its |  Apnea-ECG dataset, which contains 70 single-lead ECG |  accurately detecting SA from single-lead ECG signals | Sleep apnea (SA) is a prevalent disorder that
关键词: Sleep apnea |  Deep CNN |  Detection |  Electrocardiogram

10. End-to-End ECG Signal Compression Based on Temporal Information and Residual Compensation NSTL国家科技图书文献中心

Xingyu Liu |  Lesong Zheng... -  《Circuits, systems, and signal processing》 - 2025,44(4) - 2779~2801 - 共23页 - 被引量:1

摘要: Electrocardiogram (ECG) signal compression essential for efficient |  novel ECG signal compression model that optimally |  the inherent temporal correlations of ECG signals |  balances the compression ratio and signal quality | -dimensional residuals back into the original signal space
关键词: ECG |  Compression |  Temporal correlations |  Quantization |  Residual
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