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Analysis of Obstructive Sleep Apnea based on Visualization and Summarization of Massive Snoring Sound Data

Research Project

Project/Area Number 26330338
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Life / Health / Medical informatics
Research InstitutionTomakomai National College of Technology

Principal Investigator

Mikami Tsuyoshi  苫小牧工業高等専門学校, 創造工学科, 准教授 (40321369)

Co-Investigator(Kenkyū-buntansha) 米澤 一也  独立行政法人国立病院機構函館病院(臨床研究部), 臨床研究部, その他 (20301955)
Research Collaborator TAKAHASHI Hirotaka  
KOJIMA Yohichiro  
ARAKI Tsuyoshi  
HORIGUCHI Sakura  
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsいびき / 睡眠時無呼吸症候群 / 機械学習 / 非定常性 / Hilbert-Huang変換 / 非線形 / 非定常 / 生体信号処理 / パターン認識 / パターン識別
Outline of Final Research Achievements

This study clarified the sound properties of all-night snores for the development of simple diagnosis tool for Sleep Apnea Syndrome (SAS). Many conventional studies have analyzed only partial data in all-night snores, and thus the results were different from each other.
In this study, a data clustering method is applied to the FFT spectra of snoring sounds to extract the representative properties intrinsic to SAS.
As a result, snoring sounds are quite various than expected in advance and thus it is difficult to discuss the acoustic properties of snoring sounds in SAS patients. On the other hand, it is also found that nonstationarity of post-apneic snoring sounds is higher than that of non-apneic snoring sounds.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (23 results)

All 2018 2017 2016 2015 2014

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (20 results) (of which Int'l Joint Research: 6 results,  Invited: 1 results) Funded Workshop (2 results)

  • [Journal Article] Analysis with Hilbert-Huang Transform for Post-Apneic Snoring Sounds in Patients with Severe Obstructive Sleep Apnea2018

    • Author(s)
      Hirotaka Takahashi, Tsuyoshi Mikami, Satoshi Ueki and Kazuya Yonezawa
    • Journal Title

      ICIC Express Letters

      Volume: 12 Issue: 04 Pages: 337

    • DOI

      10.24507/icicel.12.04.337

    • ISSN
      1881-803X
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Classification of Severe Obstructive Sleep Apnea based on the Morphological Evaluation of Upper Airway Soft Tissues in MR images2018

    • Author(s)
      Tsuyoshi Mikami, Kazuya Yonezawa
    • Organizer
      The 2nd Congress of Asian Society of Sleep Medicine
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Variety Evaluation of Overnight Snoring Sounds in Sleep Apnea Patients using Self-Organizing Map2017

    • Author(s)
      Sakura Horiguchi, Tsuyoshi Mikami
    • Organizer
      The 2nd International Conference of "Science of Technology Innovation" 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] MR Image Analysis of Sagittal Tongue Shape in Patients with Obstructive Sleep Apnea2017

    • Author(s)
      Tsuyoshi Mikami, Kazuya Yonezawa
    • Organizer
      The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SAS診断のための頭部MRIからの舌領域自動抽出に関する研究2017

    • Author(s)
      高澤美菜、中村嘉彦、三上 剛、米澤一也
    • Organizer
      第16回複雑系マイクロシンポジウム
    • Place of Presentation
      公立はこだて未来大学
    • Related Report
      2016 Research-status Report
  • [Presentation] SOMによる重症SAS患者の終夜いびき音の多様性評価2017

    • Author(s)
      堀口さくら, 三上 剛, 米澤一也, 小島洋一郎
    • Organizer
      第16回複雑系マイクロシンポジウム
    • Place of Presentation
      公立はこだて未来大学
    • Related Report
      2016 Research-status Report
  • [Presentation] SVM を用いた Sleep Sound データにおけるいびき音/非いびき音の識別2016

    • Author(s)
      荒木 毅,三上 剛,米澤一也,小島洋一郎
    • Organizer
      生体医工学シンポジウム 2016
    • Place of Presentation
      大雪クリスタルホール国際会議場(旭川)
    • Year and Date
      2016-09-16
    • Related Report
      2016 Research-status Report
  • [Presentation] 睡眠時呼吸障害の画像診断ー医用画像処理に期待することー2016

    • Author(s)
      三上 剛, 米澤一也
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      苫小牧市民会館
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] A Comparative Study of Pattern Recognition Techniques for Classification of Oral and Nasal Snoring Sounds2016

    • Author(s)
      Tsuyoshi Mikami, Yohichiro Kojima, Kazuya Yonezawa
    • Organizer
      2016 Global Conference on Engineering and Applied Science
    • Place of Presentation
      プレミアホテル椿(札幌)
    • Year and Date
      2016-07-20
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Comparative Study of Pattern Recognition Techniques for Classification of Oral and Nasal Snoring Sounds2016

    • Author(s)
      Tsuyoshi Mikami, Yoichiro Kojima, Kazuya Yonezawa
    • Organizer
      2016 Global Conference on Engineering and Applied Sciences
    • Place of Presentation
      Premier Hotel Tsubaki (Sapporo, Hokkaido)
    • Year and Date
      2016-07-19
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] サポートベクタマシンによるいびき音/非いびき音の識別手法の検討2016

    • Author(s)
      荒木毅,三上剛,小島洋一郎,米澤一也
    • Organizer
      2016年度精密工学会春季大会学術講演会
    • Place of Presentation
      東京理科大学野田キャンパス(千葉県野田市)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Acoustic Feature Analysis of Overnight Snoring Sounds in Patients with Obstructive Sleep Apnea2016

    • Author(s)
      Tsuyoshi Mikami, Hirotaka Takahashi, Satoshi Ueki, Kazuki Sakai, Kazuya Yonezawa
    • Organizer
      The 4th International Pediatric Sleep Association Congress & the 1st Conference on Asian Society of Sleep Medicine
    • Place of Presentation
      Taipei International Congress Center (Taipei, Taiwan)
    • Year and Date
      2016-03-11
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] SOM による重症 SAS 患者の終夜いびき音の多様性評価2016

    • Author(s)
      堀口さくら,三上 剛,米澤一也,小島洋一郎
    • Organizer
      生体医工学シンポジウム 2016
    • Place of Presentation
      大雪クリスタルホール国際会議場(旭川)
    • Related Report
      2016 Research-status Report
  • [Presentation] 自己組織化マップを用いた終夜いびき音の多様性の可視化と分析2015

    • Author(s)
      三上剛,米澤一也,荒木毅,小島洋一郎
    • Organizer
      第16回計測自動制御学会システムインテグレーション部門講演会
    • Place of Presentation
      名古屋国際会議場(愛知県名古屋市)
    • Year and Date
      2015-12-14
    • Related Report
      2015 Research-status Report
  • [Presentation] 重度SAS患者のいびき音の多様性に関する一考察2015

    • Author(s)
      堀口さくら,三上剛,米澤一也,小島洋一郎
    • Organizer
      情報処理北海道シンポジウム2015
    • Place of Presentation
      北海道情報大学(北海道江別市)
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] Sleep Soundデータにおけるいびき音/非いびき音の識別2015

    • Author(s)
      荒木毅,三上剛
    • Organizer
      生体医工学シンポジウム2015
    • Place of Presentation
      岡山国際交流センター(岡山県岡山市)
    • Year and Date
      2015-09-25
    • Related Report
      2015 Research-status Report
  • [Presentation] サポートベクタマシンによるいびき/非いびきの識別2015

    • Author(s)
      荒木毅,三上剛
    • Organizer
      2015年度精密工学会北海道支部学術講演会
    • Place of Presentation
      千歳科学技術大学(北海道千歳市)
    • Year and Date
      2015-08-29
    • Related Report
      2015 Research-status Report
  • [Presentation] Detecting Nonlinear Acoustic Properties of Snoring Sounds using Hilbert-Huang Transform2015

    • Author(s)
      MIKAMI Tsuyoshi, UEDA Satoshi, TAKAHASHI Hiroaki, YONEZAWA Kazuya
    • Organizer
      The 8th International Joint Conference on Biomedical Engineering Systems and Technologies
    • Place of Presentation
      Lisbon Mariott Hotel
    • Year and Date
      2015-01-12 – 2015-01-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Sleep Soundsにおけるいびきエピソードの自動抽出2014

    • Author(s)
      荒木毅,三上剛,米澤一也,小島洋一郎
    • Organizer
      第15回計測自動制御学会 システムインテグレーション部門講演会
    • Place of Presentation
      東京ビッグサイト
    • Year and Date
      2014-12-15 – 2014-12-17
    • Related Report
      2014 Research-status Report
  • [Presentation] Spectral Classification of Oral and Nasal Snoring Sounds using Pattern Recognition Methods2014

    • Author(s)
      三上剛,米澤一也,小島洋一郎,山本雅人
    • Organizer
      2014年度 生体医工学シンポジウム
    • Place of Presentation
      東京農工大学小金井キャンパス
    • Year and Date
      2014-09-26 – 2014-09-27
    • Related Report
      2014 Research-status Report
  • [Presentation] 睡眠時の呼吸音からのいびきエピソードの自動抽出2014

    • Author(s)
      荒木毅,三上剛
    • Organizer
      2014年度 精密工学会北海道支部学術講演会
    • Place of Presentation
      札幌市立大学
    • Year and Date
      2014-08-30
    • Related Report
      2014 Research-status Report
  • [Funded Workshop] The 2nd Congress of Asian Society of Sleep Medicine2018

    • Related Report
      2017 Annual Research Report
  • [Funded Workshop] The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society2017

    • Related Report
      2017 Annual Research Report

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Published: 2014-04-04   Modified: 2019-03-29  

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