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Towards an international standard for snore-based obstructive sleep apnea syndrome diagnosis

Research Project

Project/Area Number 24700498
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Medical systems
Research InstitutionThe University of Tokushima

Principal Investigator

Emoto Takahiro  徳島大学, ソシオテクノサイエンス研究部, 講師 (90418989)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords閉塞型睡眠時無呼吸症候群 / いびき / 呼吸音 / 非接触 / 高速化 / モデル / 閉塞型無呼吸症候群 / 生体モデル / 診断 / いびき解析 / 包絡線情報 / ニューラルネットワーク
Outline of Final Research Achievements

Towards an international standard for snore-based system for the diagnosis of obstructive sleep apnea syndrome (OSAS), we have developed the following five methods:(1)neural newtork(NN)-based breathing sound detection method which can accurately detect breathing sounds in a sleep sound recording, (2) automatic method to classify snore and breathing sounds using the feature:‘positive/ negative amplitude ratio (PNAR)’to capture the shape of the sound signal, (3)NN-based fundamental approach which is capable of rapidly detecting breathing sounds with low signal to noise ratio (SNR) with the same accuracy as the conventional method, (4)a basic approach to classify the sleep sound into two categories using a model considering human auditory properties, (5)a fundamental approach to model the basic hearing abilities of absolute pitch possessors.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (18 results)

All 2016 2015 2014 2013 2012 Other

All Int'l Joint Research (1 results) Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 3 results) Presentation (12 results) (of which Int'l Joint Research: 2 results)

  • [Int'l Joint Research] The University of Queensland(Australia)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] AUDITORY IMAGE MODEL FOR THE CHARACTERISATION OF OBSTRUCTIVE SLEEP APNOEA2016

    • Author(s)
      Takahiro Emoto, Udantha R. Abeyratne, Takeshi Shono, Ryo Nonaka, Osamu Jinnouchi, Ikuji Kawata, Masatake Akutagawa and Yohsuke Kinouchi
    • Journal Title

      Proceedings of the 12th IASTED International Conference on biomedical engineering(biomed 2016)

      Volume: 832 Pages: 145148-145148

    • DOI

      10.2316/p.2016.832-031

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A HUMAN ABSOLUTE PITCH MODEL FOR IDENTIFYING MUSICAL PITCH2016

    • Author(s)
      Takeshi Shono, Takahiro Emoto, Udantha R. Abeyratne, Masatake Akutagawa, and Yohsuke Kinouchi
    • Journal Title

      Proceedings of the 12th IASTED International Conference on biomedical engineering(biomed 2016)

      Volume: 832 Pages: 6063-6063

    • DOI

      10.2316/p.2016.832-050

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Signal shape feature for automatic snore and breathing sounds classification2014

    • Author(s)
      Takahiro Emoto, Masato Kashihara, Udantha R Abeyratne, Ikuji Kawata, Osamu Jinnouchi, Masatake Akutagawa, Shinsuke Konaka and Yohsuke kinouchi
    • Journal Title

      Physiol. Meas.

      Volume: 35 Issue: 12 Pages: 2489-2499

    • DOI

      10.1088/0967-3334/35/12/2489

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Automatic Snore and Breathing Sound Classification based on the Signal Envelope2013

    • Author(s)
      Masato Kashihara, et al
    • Journal Title

      Proceedings of the 10th IASTED International Conference on biomedical engineering(biomed 2013)

      Volume: - Pages: 46-49

    • DOI

      10.2316/p.2013.791-061

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Artificial neural networks for breathing and snoring episode detection in sleep sounds2012

    • Author(s)
      Takahiro Emoto, et al
    • Journal Title

      Physiological Measurement

      Volume: 33 Issue: 10 Pages: 1675-1689

    • DOI

      10.1088/0967-3334/33/10/1675

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] ニューラルネットワークを用いた睡眠中の呼吸音検出法の高速化2016

    • Author(s)
      川野 憲市郎,榎本 崇宏,Udantha Abeyratne, 芥川 正武, 木内 陽介, 小中 信典, 川田 育二, 陣内 自治
    • Organizer
      平成28年電気学会全国大会
    • Place of Presentation
      東北大学(仙台市)
    • Year and Date
      2016-03-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] AUDITORY IMAGE MODEL FOR THE CHARACTERISATION OF OBSTRUCTIVE SLEEP APNOEA2016

    • Author(s)
      Takahiro Emoto, Udantha R. Abeyratne, Takeshi Shono, Ryo Nonaka, Osamu Jinnouchi, Ikuji Kawata, Masatake Akutagawa and Yohsuke Kinouchi
    • Organizer
      The 12th IASTED International Conference on biomedical engineering(biomed 2016)
    • Place of Presentation
      インスブルック(オーストリア)
    • Year and Date
      2016-02-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A HUMAN ABSOLUTE PITCH MODEL FOR IDENTIFYING MUSICAL PITCH2016

    • Author(s)
      Takeshi Shono, Takahiro Emoto, Udantha R. Abeyratne, Masatake Akutagawa, and Yohsuke Kinouchi
    • Organizer
      The 12th IASTED International Conference on biomedical engineering(biomed 2016)
    • Place of Presentation
      インスブルック(オーストリア)
    • Year and Date
      2016-02-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] いびき音解析による閉塞性睡眠時無呼吸の診断法の国際比較に関する基礎検討2015

    • Author(s)
      藤原裕平,榎本崇宏,Udantha R. Abeyratne,陣内自治 川田育二,芥川正武,小中伸典,木内陽介
    • Organizer
      第38回日本生体医工学会中国四国大会
    • Place of Presentation
      広島市立大学(広島市)
    • Year and Date
      2015-11-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] 絶対音感モデルによる音響解析の基礎的検討2015

    • Author(s)
      庄野剛史,榎本崇宏,芥川正武, 小中 信典, 木内 陽介
    • Organizer
      電気学会産業計測制御研究会
    • Place of Presentation
      徳島大学(徳島市)
    • Year and Date
      2015-06-25
    • Related Report
      2015 Annual Research Report
  • [Presentation] Fast neural network processing for detecting breathing sound recorded by microphones2015

    • Author(s)
      川野 憲市郎, 榎本 崇宏, 芥川 正武, 木内 陽介, 小中 信典, 川田 育二, 陣内 自治, Udantha Abeyratne
    • Organizer
      第54回日本生体医工学会大会
    • Place of Presentation
      名古屋国際会議場(名古屋市)
    • Year and Date
      2015-05-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] ニューラルネットワークを用いた絶対音感モデルの基礎的検討2014

    • Author(s)
      庄野剛史、榎本崇宏、芥川正武、小中信典、木内陽介、Udantha R.Abeyratne
    • Organizer
      MEとバイオサイバネティクス研究会
    • Place of Presentation
      名古屋大学(愛知県名古屋市)
    • Year and Date
      2014-12-13
    • Related Report
      2014 Research-status Report
  • [Presentation] いびき音解析に用いる睡眠音分類法の開発2014

    • Author(s)
      R. Nonaka , T. Emoto, U.R. Abeyratne, O. Jinnouchi, I. Kawata, M. Akutagawa, S. Konaka, Y. Kinouchi
    • Organizer
      ライフエンジニアリング部門シンポジウム2014
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] Speed up neural network based technique for breathing sounds detection2014

    • Author(s)
      K. Kawano, T. Emoto, U.R. Abeyratne, M. Akutagawa, O. Jinnouchi, I. Kawata, S. Konaka, Y. Kinouchi
    • Organizer
      ライフエンジニアリング部門シンポジウム2014
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 振幅情報に基づくいびき音-呼吸音分類法2013

    • Author(s)
      樫原 雅人,榎本 崇宏,Udantha Abeyratne,川田 育二,芥川 正武,小中 信典,木内 陽介
    • Organizer
      第28回信号処理シンポジウム
    • Place of Presentation
      海峡メッセ下関(山口県)
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Snore and Breathing Sound Classification based on the Signal Envelope2013

    • Author(s)
      Masato Kashihara, et al
    • Organizer
      The 10th IASTED International Conference on biomedical engineering(biomed 2013)
    • Place of Presentation
      Congress Innsbruck( Innsbruck, Austria )
    • Related Report
      2012 Research-status Report
  • [Presentation] ニューラルネットワークによる低SNRのいびき,呼吸音の検出2012

    • Author(s)
      榎本 崇宏, 他
    • Organizer
      第35回日本生体医工学会中国四国支部大会
    • Place of Presentation
      山口大学工学部(山口県)
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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