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A detection method using phonetic segments for the influence of fatigue on speech

Research Project

Project/Area Number 25330172
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Cognitive science
Research InstitutionUniversity of Shizuoka

Principal Investigator

Hiroshi Matsuura  静岡県立大学, 経営情報学部, 教授 (60451085)

Co-Investigator(Kenkyū-buntansha) 秀島 雅之  東京医科歯科大学, 歯学部附属病院, 講師 (50218723)
Research Collaborator IMOTO Tomoaki  静岡県立大学, 経営情報学部, 助教 (20749296)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords音声セグメント / 疲労 / 心拍変動解析 / フリッカー値 / 唾液アミラーゼ / 自覚症しらべ / 基本周波数 / ストレス / 発話 / 音声分析 / 無酸素運動 / LF/HF / 疲労度評価 / 音声 / 継続時間 / 加速度脈波
Outline of Final Research Achievements

To estimate degree of fatigue using speech, changes on speech caused by stressor were investigated. A correlation analysis and a multiple regression analysis were conducted between each fatigue degree index and speech parameter. Variable selection was performed in multiple regression analysis to predict the LF/HF. As a result, four phonetic segment labels in the utterance "ah" and in the utterance "oh", and F0 in the utterance "start" were selected as speech parameters. The correlation coefficient between the estimated and actual values became 0.98 in the arithmetic operation stressor and 0.90 in the anaerobic stressor. And it was shown that the speech parameters may substitute the LF/HF.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (9 results)

All 2016 2015 2014

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 3 results,  Open Access: 2 results) Presentation (5 results)

  • [Journal Article] 疲労が音声へもたらす影響の音声セグメントを用いた推定2016

    • Author(s)
      松浦 博,山本 哲平,和田 淳一郎,犬飼 周佑,秀島 雅之
    • Journal Title

      電子情報通信学会論文誌A

      Volume: Vol.J99-A Pages: 351-360

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 疲労が音声へもたらす影響の音声セグメントを用いた推定2016

    • Author(s)
      松浦 博、山本 哲平、和田 淳一郎、犬飼 周佑、秀島 雅之
    • Journal Title

      電子情報通信学会論文誌A

      Volume: 未定

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Influence of the width and cross-sectional shape of major connectors of maxillary dentures on the accuracy of speech production.2014

    • Author(s)
      Wada J, Hideshima M, Inukai S, Matsuura H, Wakabayashi N.
    • Journal Title

      Folia Phoniatr Logop

      Volume: 66(6) Issue: 6 Pages: 227-36

    • DOI

      10.1159/000369439

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 日本語を学ぶ留学生のための音声セグメントラベルを用いた促音・長音の発語学習システム2014

    • Author(s)
      松浦博, 和田淳一郎, 犬飼周佑, 秀島雅之
    • Journal Title

      日本e-Learning学会会誌

      Volume: 14 Pages: 14-23

    • NAID

      130007890323

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 主成分分析と回帰分析を用いた音声セグメントと疲労度の関連性の検討2016

    • Author(s)
      井本智明, 松浦博, 秀島雅之
    • Organizer
      日本音響学会2016年秋季研究発表会抄録集,2-P-21
    • Place of Presentation
      富山大学
    • Year and Date
      2016-09-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 音素とアクセントの自動推定に基づく日本語発語の学習支援2015

    • Author(s)
      大城一輝,和田淳一郎,犬飼周佑,秀島雅之,松浦博
    • Organizer
      電子情報通信学会総合全国大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2015-03-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 音声で疲労を推定するシステムの検討2014

    • Author(s)
      山本哲平,松浦博
    • Organizer
      Winf2014
    • Place of Presentation
      静岡大学
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] 日本語アクセントの音声セグメントと基本周波数を用いた自動評価2014

    • Author(s)
      松浦博,大城一輝,和田淳一郎,犬飼周佑,秀島雅之
    • Organizer
      日本音響学会2014年春季研究発表会
    • Place of Presentation
      北海学園大学
    • Year and Date
      2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] 音声セグメントと基本周波数によるアクセント型の推定と留学生の促音発話2014

    • Author(s)
      松井文香,松浦博, 和田淳一郎, 犬飼周佑, 秀島雅之
    • Organizer
      日本音響学会2014年春季研究発表会
    • Place of Presentation
      日本大学理工学部
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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