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Accurate detection of patients with pulmonary emphysema robust to heart sounds

Research Project

Project/Area Number 26330198
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionNagasaki University

Principal Investigator

MATSUNAGA Shoich  長崎大学, 工学研究科, 教授 (90380815)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords肺音 / 副雑音 / 心音 / 統計的手法 / 肺疾患者 / 異常肺音 / 肺疾患 / 疾患者検出 / 情報システム / 異常音識別 / 肺疾患者識別
Outline of Final Research Achievements

Auscultation of lung sounds using a stethoscope is one of the most popular and cost-effective medical examination methods for the identification of respiratory illnesses. This auscultation is based on the heuristic that abnormal respiratory sounds are frequently observed in patients with pulmonary emphysema. These abnormal sounds are termed adventitious sounds. However, frequent noise pollution such as heart sounds and the similarity between the spectral features of noises and of some adventitious sounds hindered the achievement of a high detection rate.
In this study, the difference in occurrence frequencies between two types of adventitious sounds for each considered auscultation point was considered. Furthermore, we devised a robust detection method for lung sounds contaminated with heart sounds. The key characteristic of the proposed method included the use of the validity score representing the misrecognition of heart sounds as adventitious sounds.

Report

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

    (9 results)

All 2016 2015 2014

All Presentation (9 results) (of which Int'l Joint Research: 4 results)

  • [Presentation] Detection of abnormal lung sounds considering spectral and temporal features of heart sounds2016

    • Author(s)
      Megumi Taguchi, Masaru Yamashita, Shoichi Matsunaga
    • Organizer
      International Congress on Acoustics
    • Place of Presentation
      アルゼンチンカトリック大学(アルゼンチン)
    • Year and Date
      2016-09-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of patients considering observation frequency of continuous and discontinuous adventitious sounds2016

    • Author(s)
      Naoki Nakamura, Masaru Yamashita, Shoichi Matsunaga
    • Organizer
      38th annual international conference of the IEEE engineering in medicine and biology society
    • Place of Presentation
      ディズニーコンテンポラリーリゾートホテル(アメリカ合衆国)
    • Year and Date
      2016-08-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Classification between Normal and Abnormal Lung Sounds Using Unsupervised Subject-Adaptation2015

    • Author(s)
      Shunya Umeki, Masaru Yamashita, Shoichi Matsunaga
    • Organizer
      Asia-Pacific Signal and Information Processing Association (APSIPA)
    • Place of Presentation
      The Hong Kong Polytechnic University (Hong Kong)
    • Year and Date
      2015-12-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 深層学習による音響モデルを用いた異常肺音の検出2015

    • Author(s)
      大川内椋星,梅木俊也,山下優,松永昭一
    • Organizer
      電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      福岡大学(福岡県福岡市)
    • Year and Date
      2015-09-04
    • Related Report
      2015 Research-status Report
  • [Presentation] Abnormal-respiration detection by considering correlation of observation of adventitious sounds2015

    • Author(s)
      Shohei Matsutake, Masaru Yamashita, Shoichi Matsunaga
    • Organizer
      23rd European Signal Processing Conference (EUSIPCO)
    • Place of Presentation
      Nice Congress Center (Nice, France)
    • Year and Date
      2015-09-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 肺疾患者検出のための雑音の混入を考慮した尤度計算手法の検討2015

    • Author(s)
      山下優,松永昭一
    • Organizer
      電気学会 電子・情報・システム部門大会
    • Place of Presentation
      長崎大学文教キャンパス(長崎県長崎市)
    • Year and Date
      2015-08-26
    • Related Report
      2015 Research-status Report
  • [Presentation] 異常肺音のための呼吸音の音響モデルの教師なし適応2014

    • Author(s)
      梅木俊也,山下優,山内勝也,松永昭一
    • Organizer
      電子情報通信学会九州支部学生会講演会
    • Place of Presentation
      鹿児島大学郡元キャンパス(鹿児島県鹿児島市)
    • Year and Date
      2014-09-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Classification of healthy subjects and patients with pulmonary emphysema using continuous respiratory sounds2014

    • Author(s)
      Takanori Okubo, Naoki Nakamura, Masaru Yamashita, Shoichi Matsunaga
    • Organizer
      International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’14)
    • Place of Presentation
      Sheraton Hotel and Towers (Chicago, Illinois, USA)
    • Year and Date
      2014-08-27
    • Related Report
      2014 Research-status Report
  • [Presentation] Robust classification between normal and abnormal lung sounds using adventitious sound and heart sound models2014

    • Author(s)
      Masaru Yamashita, Masataka Himeshima, Shoichi Matsunaga
    • Organizer
      2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
    • Place of Presentation
      Fortezza da Basso (Florence, Italy)
    • Year and Date
      2014-05-08
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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