MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s00521-022-08111-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7378 |
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oai:localhost:PNK-73782023-03-31T04:39:21Z MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network Sakib, Mahmud Md Shafayet, Hossain Muhammad E. H., Chowdhury EEG MLMRS CC BY Electroencephalogram (EEG) signals suffer substantially from motion artifacts when recorded in ambulatory settings utilizing wearable sensors. Because the diagnosis of many neurological diseases is heavily reliant on clean EEG data, it is critical to eliminate motion artifacts from motion-corrupted EEG signals using reliable and robust algorithms. Although a few deep learning-based models have been proposed for the removal of ocular, muscle, and cardiac artifacts from EEG data to the best of our knowledge, there is no attempt has been made in removing motion artifacts from motion-corrupted EEG signals: In this paper, a novel 1D convolutional neural network (CNN) called multi-layer multi-resolution spatially pooled (MLMRS) network for signal reconstruction is proposed for EEG motion artifact removal. 2023-03-31T04:39:21Z 2023-03-31T04:39:21Z 2023 Book https://link.springer.com/article/10.1007/s00521-022-08111-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7378 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
EEG MLMRS |
| spellingShingle |
EEG MLMRS Sakib, Mahmud Md Shafayet, Hossain Muhammad E. H., Chowdhury MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| description |
CC BY |
| format |
Book |
| author |
Sakib, Mahmud Md Shafayet, Hossain Muhammad E. H., Chowdhury |
| author_facet |
Sakib, Mahmud Md Shafayet, Hossain Muhammad E. H., Chowdhury |
| author_sort |
Sakib, Mahmud |
| title |
MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| title_short |
MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| title_full |
MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| title_fullStr |
MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| title_full_unstemmed |
MLMRS-Net Electroencephalography (EEG) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1D signal reconstruction network |
| title_sort |
mlmrs-net electroencephalography (eeg) motion artifacts removal using a multi-layer multi-resolution spatially pooled 1d signal reconstruction network |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s00521-022-08111-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7378 |
| _version_ |
1761912525790642176 |
| score |
8.8926115 |