| Presentation | 2011-01-21 Silent speech BCI : A preliminary study using single-trial EEGs and speech signals Keiji Matsunaga, Keiichi Yamamoto, Kazufumi Tanaka, Toshimasa Yamazaki, Ken-ichi Kamijo, Takahiro Yamano1, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study proposes a new silent speech BCI using both single-trial EEGs and speech signals. The EEGs segments, corresponding to the NS' components, are extracted from 19ch single-trial EEGs recorded during the janken task where the subject spoke in Japanese. After analyzing the EEG by ICA, a Kalman filter was learned from the reconstructed EEGs, equivalent to which dipoles were localized to the premotor cortex by ECDL, and spectrograms of the speech signals simultaneously recorded. The model spectrograms were predicted from single-trial EEGs recorded during the silent janken tasks. The preliminary results were that all the silent seven "rock" and twelve "paper" ICs were correctly recognized in terms of that the spectrograms approached the target regions of vowels. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | silent speech BCI / ICA / ECDL / Kalman filter |
| Paper # | HCS2010-52 |
| Date of Issue |
| Conference Information | |
| Committee | HCS |
|---|---|
| Conference Date | 2011/1/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Human Communication Science (HCS) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Silent speech BCI : A preliminary study using single-trial EEGs and speech signals |
| Sub Title (in English) | |
| Keyword(1) | silent speech BCI |
| Keyword(2) | ICA |
| Keyword(3) | ECDL |
| Keyword(4) | Kalman filter |
| 1st Author's Name | Keiji Matsunaga |
| 1st Author's Affiliation | Kyushu Institute of Technology() |
| 2nd Author's Name | Keiichi Yamamoto |
| 2nd Author's Affiliation | Kyushu Institute of Technology |
| 3rd Author's Name | Kazufumi Tanaka |
| 3rd Author's Affiliation | Kyushu Institute of Technology |
| 4th Author's Name | Toshimasa Yamazaki |
| 4th Author's Affiliation | Kyushu Institute of Technology |
| 5th Author's Name | Ken-ichi Kamijo |
| 5th Author's Affiliation | Green Innovation Res. Labs NEC Corporation |
| 6th Author's Name | Takahiro Yamano1 |
| 6th Author's Affiliation | Hokkai Gakuen Univ. |
| Date | 2011-01-21 |
| Paper # | HCS2010-52 |
| Volume (vol) | vol.110 |
| Number (no) | 383 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |