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Development of Simplified Diagnosis System for Sleep Apnea Syndrome by Breath Sound

Research Project

Project/Area Number 24500213
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionKogakuin University

Principal Investigator

Nakajima Hirofumi  工学院大学, 情報学部, 准教授 (40613641)

Co-Investigator(Kenkyū-buntansha) YAMAGUCHI Yasuhiro  東京大学, 医学部, 講師 (60376473)
Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords睡眠時無呼吸症候群 / 無呼吸低呼吸指数 / 呼吸音 / いびき / 音響特徴量 / 機械学習 / なし
Outline of Final Research Achievements

Sleep Apnea Syndrome (SAS) is a type of disorder that causes behavioral effects such as airow obstruction and/or neural abnormality due to Apnea, and lower oxygen saturation (SpO2) based on abnormal ventilatory function due to Hypopnea. As an aim of this research, a simple and low-cost SAS diagnosis system based on breath sounds was proposed including a prediction model for Apnea Hypopnea Index (AHI) as a part of the system. The feature of this model is to detect a snore sound during sleep and to estimate AHI as a criterion for SAS diagnosis by means of a weighting histogram for the duration of estimated Apnea. As a result of extracting acoustic characteristics for the detected snoring sounds, the correlation between Apnea periods and Hypopnea periods was found on the histogram for the duration of estimated Apnea. AHI prediction model by the histogram was designed. Verifying the efficacy of the prediction model, the average relative error was 37%.

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

    (8 results)

All 2016 2015 2014 2013 Other

All Presentation (7 results) Remarks (1 results)

  • [Presentation] 呼吸音に基づくAHI 予測モデル(DREAM)における呼吸音検出精度の分析2016

    • Author(s)
      林優太,加科優希,村上哲郎,中島弘史,山口泰弘
    • Organizer
      日本音響学会春季研究発表会
    • Place of Presentation
      桐蔭横浜大学
    • Year and Date
      2016-03-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] 呼吸音に基づく無呼吸低呼吸指数予測モデル(DREAM)2015

    • Author(s)
      加科 優希, 林 優太, 坂田 直人, 中島 弘史, 山口 泰弘
    • Organizer
      第28回 回路とシステムワークショップ
    • Place of Presentation
      淡路夢舞台国際会議場
    • Year and Date
      2015-08-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] 呼吸音による無呼吸低呼吸指数予測モデルの分析2015

    • Author(s)
      加科優希,中田日都,坂田直人,中島弘史,山口泰弘
    • Organizer
      電子情報通信学会応用音響研究会、日本音響学会電気音響研究会
    • Place of Presentation
      ホテルミヤヒラ(沖縄県)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 呼吸音による無呼吸低呼吸指数予測モデルの設計と実装2014

    • Author(s)
      加科 優希,中田 日都,坂田 直人,中島 弘史,山口 泰弘
    • Organizer
      日本音響学会秋季研究発表会
    • Place of Presentation
      北海学園大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] 呼吸音検出アルゴリズムのための音響特徴量の抽出2014

    • Author(s)
      和井田将広, 加科優希,中島弘史, 三好和憲
    • Organizer
      日本音響学会 2014年春季研究発表会
    • Place of Presentation
      東京都千代田区神田駿河台1-8-14
    • Related Report
      2013 Research-status Report
  • [Presentation] 呼吸音検出アルゴリズムにおける判別器の作成と評価2014

    • Author(s)
      加科優希, 和井田将広, 中島弘史, 三好和憲
    • Organizer
      日本音響学会 2014年春季研究発表会
    • Place of Presentation
      東京都千代田区神田駿河台1-8-14
    • Related Report
      2013 Research-status Report
  • [Presentation] 睡眠時無呼吸症候群の簡易診断システム構築に向けた音環境調査とハードウェア要件の明確化2013

    • Author(s)
      数納聖冴,神藤徳彦,加藤優基,中島弘史,三好和憲
    • Organizer
      電気音響研究会/応用音響研究会
    • Place of Presentation
      KDDI研究所(埼玉県ふじみの市)
    • Related Report
      2012 Research-status Report
  • [Remarks] 数理音響学研究室-JSPS科研費24500213(睡眠時無呼吸の判定)

    • Related Report
      2013 Research-status Report

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

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