| Presentation | 2023-06-16 Artifact Reduction in the EEG Grasping-Type Discrimination Task using Independent Component Analysis (ICA) method Phan Hoang Huu Duc, Masayuki Fujiwara, Kosei Shibata, Hiroaki Wagatsuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study examined the artifactual components rejection of Independent Component Analysis (ICA) in Electroencephalogram (EEG) data from three grasping motion classification tasks. An unavoidable issue of EEG is that the data recording mix activities of sources that often contain some large and distracting artifacts. In this study, we use the ICA method combined with visual inspection for removing the contamination. The result showed that although ICA provides high-intensity artifacts rejection, the algorithm may relatively reduce the brain signal of interest for EEG data reconstruction and time-frequency ERD/ERS analysis. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Electroencephalography (EEG) / grasping tasks / independent component analysis (ICA) / event-related desynchronization/synchronization (ERD/ERS) |
| Paper # | MBE2023-15 |
| Date of Issue | 2023-06-09 (MBE) |
| Conference Information | |
| Committee | MBE / IEE-MBE |
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| Conference Date | 2023/6/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, etc. |
| Chair | Hisashi Yoshida(Kinki Univ.) |
| Vice Chair | Akinori Ueno(Tokyo Denki Univ.) |
| Secretary | Akinori Ueno(Tohoku Inst. of Tech.) / (Univ. of Tsukuba) |
| Assistant | Miki Kaneko(Osaka Univ.) / Akihiko Tsukahara(Tokyo Denki Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / The Technical Committee on Medical and Biological Engineering |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Artifact Reduction in the EEG Grasping-Type Discrimination Task using Independent Component Analysis (ICA) method |
| Sub Title (in English) | |
| Keyword(1) | Electroencephalography (EEG) |
| Keyword(2) | grasping tasks |
| Keyword(3) | independent component analysis (ICA) |
| Keyword(4) | event-related desynchronization/synchronization (ERD/ERS) |
| 1st Author's Name | Phan Hoang Huu Duc |
| 1st Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology(LSSE, Kyushu Institute of Technology) |
| 2nd Author's Name | Masayuki Fujiwara |
| 2nd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology(LSSE, Kyushu Institute of Technology) |
| 3rd Author's Name | Kosei Shibata |
| 3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology(LSSE, Kyushu Institute of Technology) |
| 4th Author's Name | Hiroaki Wagatsuma |
| 4th Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology(LSSE, Kyushu Institute of Technology) |
| Date | 2023-06-16 |
| Paper # | MBE2023-15 |
| Volume (vol) | vol.123 |
| Number (no) | MBE-82 |
| Page | pp.pp.28-33(MBE), |
| #Pages | 6 |
| Date of Issue | 2023-06-09 (MBE) |