誤り関連電位に基づく誤り訂正と信頼度に基づく自動再送要求との組み合わせによるP300 spellerの性能向上に関する研究
誤り関連電位に基づく誤り訂正と信頼度に基づく自動再送要求との組み合わせによるP300 spellerの性能向上に関する研究
カテゴリ: 論文誌(論文単位)
グループ名: 【C】電子・情報・システム部門
発行日: 2012/05/01
タイトル(英語): A Study on Combination of Reliability-based Automatic Repeat reQuest with Error Potential-based Error Correction for Improving P300 Speller Performance
著者名: 高橋 弘武(名古屋大学 大学院工学研究科 計算理工学専攻),吉川 大弘(名古屋大学 大学院工学研究科 計算理工学専攻),古橋 武(名古屋大学 大学院工学研究科 計算理工学専攻)
著者名(英語): Hiromu Takahashi (Department of Computational Science and Engineering, Graduate School of Engineering, Nagoya University), Tomohiro Yoshikawa (Department of Computational Science and Engineering, Graduate School of Engineering, Nagoya University), Takeshi Furuhashi (Department of Computational Science and Engineering, Graduate School of Engineering, Nagoya University)
キーワード: ブレイン・コンピュータ・インターフェイス,P300スペラー,自動再送要求,誤り関連電位 Brain-computer interface,P300 speller,automatic repeat request,error-related potential
要約(英語): Brain-computer interfaces (BCIs) are systems that translate one's thoughts into commands to restore control and communication to severely paralyzed people, and also appealing to healthy people. The P300 speller, one of the most renowned BCIs for communication, allows users to select letters just by thoughts. However, due to the low signal-to-noise ratio of the P300, signal averaging is often performed, which improves the spelling accuracy but degrades the spelling speed. The authors have proposed reliability-based automatic repeat request (RB-ARQ) to ease this problem. RB-ARQ could be enhanced when it is combined with the error correction based on the error-related potentials (ErrPs) that occur on erroneous feedbacks. Thus, this study aims to reveal the characteristics of the ErrPs in the P300 speller paradigm, and to combine RB-ARQ with the ErrP-based error correction to further improve the performance. The results show that the ErrPs observed in the current study resemble the previously reported ErrPs observed in a cursor control task using a BCI, and that the performance of the P300 speller could be improved by 35 percent on average.
本誌: 電気学会論文誌C(電子・情報・システム部門誌) Vol.132 No.5 (2012) 特集:新たな産業応用を可能にする無線通信技術
本誌掲載ページ: 713-720 p
原稿種別: 論文/日本語
電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/132/5/132_5_713/_article/-char/ja/
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