ドライバの精神負荷に対する耐性を考慮した心拍変動量からの主観的精神負荷度推定
ドライバの精神負荷に対する耐性を考慮した心拍変動量からの主観的精神負荷度推定
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: 2011/12/01
タイトル(英語): Estimation of Subjective Mental Work Load Level with Heart Rate Variability by Tolerance to Driver's Mental Load
著者名: 横井 都司如(愛知県立大学 情報科学部),井東 道昌(東海理化),小栗 宏次(愛知県立大学 情報科学部)
著者名(英語): Toshiyuki Yokoi (Faculty of Information Science and Technology, Aichi Prefectural University), Michimasa Itoh (TOKAI RIKA Co., Ltd.), Koji Oguri (Faculty of Information Science and Technology, Aichi Prefectural University)
キーワード: ドライバモニタリング,精神負荷状態,心拍変動量,NASA-TLX,多変量解析 Driver monitoring,Mental workload,Heart rate variability,NASA-TLX,Multiple linear regression analysis
要約(英語): Most of the traffic accidents have been caused by inappropriate driver's mental state. Therefore, driver monitoring is one of the most important challenges to prevent traffic accidents. Some studies for evaluating the driver's mental state while driving have been reported; however driver's mental state should be estimated in real-time in the future. This paper proposes a way to estimate quantitatively driver's mental workload using heart rate variability. It is assumed that the tolerance to driver's mental workload is different depending on the individual. Therefore, we classify people based on their individual tolerance to mental workload. Our estimation method is multiple linear regression analysis, and we compare it to NASA-TLX which is used as the evaluation method of subjective mental workload. As a result, the coefficient of correlation improved from 0.83 to 0.91, and the standard deviation of error also improved. Therefore, our proposed method demonstrated the possibility to estimate mental workload.
本誌: 電気学会論文誌C(電子・情報・システム部門誌) Vol.131 No.12 (2011) 特集:電気関係学会東海支部連合大会
本誌掲載ページ: 2051-2056 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/131/12/131_12_2051/_article/-char/ja/
受取状況を読み込めませんでした
