| Presentation | 2017-03-13 An Investigation of the EEG Noise Removal from Measurement Data During the Real Vehicle Driving by Using Morphological Component Analysis Mayu Ichiki, Balbir Singh, Guangyi Ai, Hiroaki Wagatsuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In the accident survey, a commonly reported consequence is the risk of usage of smart devices and cellphones in teen driving and the severe confusion by elderly drivers. It requires the accurate monitoring of the driver's status including mental workloads to prevent fatal and injury accidents. A possible measurement method with a high temporal resolution is electroencephalography (EEG), while the noise removal such as muscular potentials and vehicle vibrations is an inevitable issue to estimate the true workload. In the present study, we investigated the tendency of the EEG noise contamination in driving and validated the performance of the Morphological Component Analysis (MCA) when applying to the measurement data in real vehicle driving. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | EEG measurement / Morphological Component Analysis / Frequency spectrum |
| Paper # | NC2016-69 |
| Date of Issue | 2017-03-06 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2017/3/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
| Vice Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
| Secretary | Kazuki Nakajima(Kogakuin Univ.) / Masafumi Hagiwara(Toyama Pref. Univ.) |
| Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) / Hisanao Akima(Tohoku Univ.) / Yoshihisa Shinozawa(Keio Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Investigation of the EEG Noise Removal from Measurement Data During the Real Vehicle Driving by Using Morphological Component Analysis |
| Sub Title (in English) | |
| Keyword(1) | EEG measurement |
| Keyword(2) | Morphological Component Analysis |
| Keyword(3) | Frequency spectrum |
| 1st Author's Name | Mayu Ichiki |
| 1st Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 2nd Author's Name | Balbir Singh |
| 2nd Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 3rd Author's Name | Guangyi Ai |
| 3rd Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 4th Author's Name | Hiroaki Wagatsuma |
| 4th Author's Affiliation | Kyushu Institute of Technology/RIKEN BSI/AIRC, AIST(KIT/RIKEN/AIST) |
| Date | 2017-03-13 |
| Paper # | NC2016-69 |
| Volume (vol) | vol.116 |
| Number (no) | NC-521 |
| Page | pp.pp.31-36(NC), |
| #Pages | 6 |
| Date of Issue | 2017-03-06 (NC) |