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Development and validation of an evaluation system for oral and swallowing functions based on multidimensional sound information

Research Project

Project/Area Number 18H03260
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 61010:Perceptual information processing-related
Research InstitutionShizuoka University

Principal Investigator

Nishimura Masafumi  静岡大学, 情報学部, 教授 (60740363)

Co-Investigator(Kenkyū-buntansha) 黒岩 眞吾  千葉大学, 大学院工学研究院, 教授 (20333510)
森野 智子  静岡県立大学短期大学部, 短期大学部, 講師 (20582703)
津賀 一弘  広島大学, 医系科学研究科(歯), 教授 (60217289)
西田 昌史  静岡大学, 情報学部, 准教授 (80361442)
Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥16,770,000 (Direct Cost: ¥12,900,000、Indirect Cost: ¥3,870,000)
Fiscal Year 2021: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2020: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2019: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Keywords口腔機能評価 / 嚥下機能評価 / 口腔内行動自動認識 / 咀嚼音 / 嚥下音 / 嚥下障害 / 摂食嚥下行動自動認識 / 口腔機能自動評価 / 口腔・嚥下機能 / 音情報処理 / フレイル予防 / 摂食嚥下機能 / 行動認識 / 口腔・摂食嚥下機能 / 機械学習 / 口腔機能 / 摂食・嚥下
Outline of Final Research Achievements

We developed a multi-channel skin-contact microphone, and conducted research from both engineering and medical perspectives using the sounds of chewing and swallowing recorded by this microphone. We collected a large amount of data not only from young healthy subjects, but also from the elderly, denture wearers and dysphagia patients. From the viewpoint of automatic evaluation of dysphagia, we developed a method to automatically detect the time of opening the upper esophageal sphincter, which is important for analysis of swallowing sounds. We also proposed a swallowing function evaluation method using choking as an index, and confirmed its effectiveness in patients with dysphagia at home. With regard to chewing, in addition to a method for accurately recognizing oral behavior by the sound of chewing, a method for confirming the grinding state of food and a method for automatically evaluating chewing ability were developed, and the effectiveness of these methods was confirmed.

Academic Significance and Societal Importance of the Research Achievements

加齢に伴い「食べること」が困難になると低栄養の状態を招き,結果としてフレイルと呼ばれる状態に陥りやすい.フレイルを予防するためには高齢者の咀嚼や嚥下に生じるわずかな変化を継続的な観察の中で捉える必要がある.本研究では簡便かつ非侵襲な方法として,咀嚼音や嚥下音といった生体音に着目した.これらを用いて,口腔機能,摂食嚥下機能における変化の兆しを見つける手法について様々な検討を行った.実際に,嚥下障害者の長期モニタリングや咀嚼機能の自動評価などでは医学的な見地からも有効な結果が得られている.

Report

(5 results)
  • 2022 Final Research Report ( PDF )
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (66 results)

All 2023 2022 2021 2020 2019 2018

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (59 results) (of which Int'l Joint Research: 15 results,  Invited: 2 results) Patent(Industrial Property Rights) (6 results) (of which Overseas: 1 results)

  • [Journal Article] Automatic Detection of Chewing and Swallowing2021

    • Author(s)
      Nakamura Akihiro、Saito Takato、Ikeda Daizo、Ohta Ken、Mineno Hiroshi、Nishimura Masafumi
    • Journal Title

      MDPI Sensors

      Volume: 21 Issue: 10 Pages: 3378-3378

    • DOI

      10.3390/s21103378

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Eating & Drinking Behavior Recognition Using MS-TCN2023

    • Author(s)
      Karmakar Amit,Masafumi Nishida,Masafumi Nishimura
    • Organizer
      ISFAR-2023
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 食行動の自動評価及び分析のためのデータベース構築2023

    • Author(s)
      伴野 司,森野 智子,黒岩 眞吾,西田 昌史,西村 雅史
    • Organizer
      情報処理学会第85回全国大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 大規模事前学習モデルを用いた皮膚接触型マイク音声と食行動音の同時認識2023

    • Author(s)
      小祝和寛,増田光汰,緒方淳,西田昌史,西村雅史
    • Organizer
      情報処理学会第85回全国大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 音による咀嚼能力自動評価における測定時間の影響2023

    • Author(s)
      竹内麻衣,齊藤隆仁,太田賢,中島裕昭,湯口昌宏,春山知生,下山拓流,峰野博史,西村雅史
    • Organizer
      2023年電子情報通信学会総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 咽喉マイクを用いた食事中のむせの自動検出2023

    • Author(s)
      吉村 和大,西田 昌史,黒岩 眞吾,西村 雅史
    • Organizer
      2023年電子情報通信学会総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Eating & Drinking Behavior Recognition Using MS-TCN2023

    • Author(s)
      K. Amit,M. Nishida,M. Nishimura
    • Organizer
      2023年電子情報通信学会総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Automatic Detection of Crushing Completion Timing of Food2022

    • Author(s)
      A. Nakamura,T. Saito,D. Ikeda,K. Ohta,H. Mineno,M. Nishimura
    • Organizer
      IEEE Lifetech2022
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Identification of Vocal Tract State Before and After Swallowing Using Acoustic Features2022

    • Author(s)
      A. Sugita,M. Nishida,M. Nishimura,Y. Horiuchi,S. Kuroiwa
    • Organizer
      IEEE 11th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Same Speaker Identification with Deep Learning and Application to Text-dependent Speaker Verification2022

    • Author(s)
      M. Takamizawa,S. Tsuge,Y. Horiuchi,Shingo Kuroiwa
    • Organizer
      Smart Innovation,Systems and Technologies
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 食道上部括約筋開放時産生音に基づく嚥下障害スクリーニングに関する検討2022

    • Author(s)
      高馬 大輝,黒岩 眞吾,西田 昌史,西村 雅史
    • Organizer
      2022年電子情報通信学会総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 咀嚼音に基づく咀嚼能力自動評価システム2022

    • Author(s)
      中村亮裕,津賀一弘,西村雅史
    • Organizer
      情報処理学会第84回全国大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 音響的特徴を用いた嚥下前/嚥下後の音声識別2022

    • Author(s)
      杉田 あおい,西田 昌史,西村 雅史,堀内 靖雄,黒岩 眞吾
    • Organizer
      2022年日本音響学会春季研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 同一話者判定DNNを用いたテキスト依存型話者照合2022

    • Author(s)
      髙見澤真央,黒岩眞吾,堀内靖雄,柘植覚
    • Organizer
      2022年日本音響学会春季研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 食行動データベース構築に向けた口腔機能の分析に関する検討2022

    • Author(s)
      西田 昌史,鈴木 悠太,森野 智子,西村 雅史
    • Organizer
      第21回情報科学技術フォーラム(FIT)
    • Related Report
      2021 Annual Research Report
  • [Presentation] 咀嚼音に基づく咀嚼能力自動推定と測定の自由度に関する検討2022

    • Author(s)
      竹内麻衣,齊藤隆仁,太田賢,中島裕昭,湯口昌宏,春山知生,峰野博史,西村雅史
    • Organizer
      第20回情報学ワークショップ
    • Related Report
      2021 Annual Research Report
  • [Presentation] Automatic Detection of Chewing and Swallowing Using Attention-Based Fusion2021

    • Author(s)
      A. Nakamura,T. Saito,D. Ikeda,K. Ohta,H. Mineno,M. Nishimura
    • Organizer
      IEEE 10th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic Detection of Cough with Using DNN and Throat Microphone2021

    • Author(s)
      Bhuiyan Rakib,Masafumi Nishimura
    • Organizer
      10th International Congress on Advanced Applied Informatics (IIAI AAI2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 成人男性と義歯使用高齢男性の咀嚼機能の比較2021

    • Author(s)
      森野智子,西村雅史,鈴木桂子,山本智美,高田佳輔
    • Organizer
      日本咀嚼学会第32回学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 高齢男性における義歯使用が口腔機能と咀嚼におよぼす効果~咀嚼評価方法の考察~2021

    • Author(s)
      森野智子,西村雅史,鈴木桂子,山本智美,高田佳輔
    • Organizer
      日本咀嚼学会第32回学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Automatic Cough Detection with Using Throat Microphone for Health Monitoring2021

    • Author(s)
      B. Rakib,K. Yoshimura,S. Kuroiwa,M. Nishida,M. Nishimura
    • Organizer
      第20回情報科学技術フォーラム(FIT)
    • Related Report
      2021 Annual Research Report
  • [Presentation] 嚥下音を用いた上部食道括約筋開放開始点の同定法2021

    • Author(s)
      高馬 大輝,古川 大輔,村西 幸代,黒岩 眞吾,西田 昌史,西村 雅史
    • Organizer
      日本摂食嚥下リハビリテーション学会第26・27回合同学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Automatic Detection of Chewing and Swallowing Using Multichannel Sound Information2021

    • Author(s)
      Akihiro Nakamura, Takato Saito, Daizo Ikeda Ken Ohta, Hiroshi Mineno, Masafumi Nishimura
    • Organizer
      IEEE Lifetech2021
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音声言語情報処理技術を活用した心身状態の理解2021

    • Author(s)
      西村雅史
    • Organizer
      情報処理学会 高齢社会デザイン研究会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 食事中の咳嗽を遠隔でモニタリングすることの有用性2021

    • Author(s)
      古川大輔,村西幸代、石渡智一、西村雅史、西田昌史、黒岩眞吾,河田佐和子、高橋直樹、鈴木猛司
    • Organizer
      第44回日本嚥下医学会学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 発声スタイルの違いによる母音の話者内分散の変化2021

    • Author(s)
      杉田あおい,細山友紀,西村雅史,西田昌史,堀内靖雄,黒岩眞吾
    • Organizer
      情報・システムソサイエティ特別企画ジュニア&学生ポスターセッション
    • Related Report
      2020 Annual Research Report
  • [Presentation] 誤嚥防止に向けた梨状窩への食物残留模擬音声の分析2021

    • Author(s)
      細山友紀, 杉田あおい, 西村雅史, 西田昌史, 堀内靖雄, 黒岩眞吾
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 食行動データベースを用いた口腔機能の分析と評価2021

    • Author(s)
      盧 優梨,森野智子,鈴木桂子,山本智美,西田昌史,西村雅史
    • Organizer
      情報処理学会第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] マルチチャンネルの音情報を用いた咀嚼と嚥下の自動検出2021

    • Author(s)
      中村亮裕,斎藤隆仁,池田大造,太田賢,峰野博史,西村雅史
    • Organizer
      情報処理学会第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Analysis of Acoustic Feaures Affected by Residual Food in the Piriform Fossa Toward Early-Detection of Dysphagia2020

    • Author(s)
      Tomoki Hosoyama, Masahiro Koto, Masafumi Nishimura, Masafumi Nishida, Yasuo Horiuchi, Shingo Kuroiwa
    • Organizer
      8th KES International Conference on Innovation in Medicine and Healthcare (KES-InMed)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic Detection of Chewing and Swallowing Using Hybrid CTC/Attention2020

    • Author(s)
      Akihiro Nakamura, Takato Saito, Daizo Ikeda, Ken Ohta, Hiroshi Mineno, Masafumi Nishimura
    • Organizer
      IEEE 9th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A DATA AUGMENTATION TECHNIQUE FOR AUTOMATIC DETECTION OF CHEWING SIDE AND SWALLOWING2020

    • Author(s)
      A. Nakamura, T. Saito, D. Ikeda, K. Ohta, H. Mineno, M. Nishimura
    • Organizer
      APSIPA Annual Summit and Conference 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音で知る心身の健康 ~食べることと話すこと~2020

    • Author(s)
      西村雅史
    • Organizer
      情報処理学会 音学シンポジウム2020
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] A CRNN-based approach to detect chewing sound2020

    • Author(s)
      Muhammad Mehedi Billa, Masafumi Nishimura
    • Organizer
      令和二年度 電気・電子・情報関係学会 東海支部連合大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 咀嚼主観的満足度と実際の咀嚼音の比較2020

    • Author(s)
      鈴木桂子,森野智子,山本智美,津賀一弘,西村雅史
    • Organizer
      日本咀嚼学会第31回学術大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 摂食嚥下機能評価のための食行動データベースの構築と分析2020

    • Author(s)
      盧優梨, 森野智子, 鈴木桂子, 山本智美, 西田昌史, 西村雅史
    • Organizer
      第18回情報学ワークショップ(WiNF2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] X線画像を用いた嚥下音の産生部位同定と特徴分析2020

    • Author(s)
      高馬大輝, 黒岩眞吾, 西田昌史, 西村雅史
    • Organizer
      第18回情報学ワークショップ(WiNF2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 嚥下障害患者の長期咳嗽モニタリングによるむせと咳払いの分析2020

    • Author(s)
      吉村和大, 西田昌史,西村雅史
    • Organizer
      情報学シンポジウム2020
    • Related Report
      2020 Annual Research Report
  • [Presentation] 食事音による食事行動の自動検出と提示インターフェースの評価2020

    • Author(s)
      伴野司,中村亮裕,西村雅史
    • Organizer
      情報学シンポジウム2020
    • Related Report
      2020 Annual Research Report
  • [Presentation] Automatic Detection of Swallowing Events by Using Throat Sound and Chest Sound2020

    • Author(s)
      Bhuiyan Rakib, Khan Ahmad Yeaseen, Masafumi Nishimura
    • Organizer
      情報学シンポジウム2020
    • Related Report
      2020 Annual Research Report
  • [Presentation] 咽喉マイクの大語彙音声認識のためのデータ拡張と知識蒸留2020

    • Author(s)
      鈴木貴仁,緒方淳,綱川隆司,西田昌史,西村雅史
    • Organizer
      第131回情報処理学会音声言語情報処理研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Analysis of Acoustic Features Affected by Conditions of the Vocal Tract2020

    • Author(s)
      M.Koto, T.Hosoyama, M.Nishimura, M.Nishida, Y.Horiuchi, S.Kuroiwa
    • Organizer
      RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 咽喉マイクによる多人数会話音声認識のためのデータ拡張2020

    • Author(s)
      鈴木貴仁,緒方淳,綱川隆司,西田昌史,西村雅史
    • Organizer
      日本音響学会2020年春季全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 嚥下機能低下の早期発見に向けた食事中の咳嗽自動検出2020

    • Author(s)
      藤田祥太,古川大輔,村西幸代,黒岩眞吾,西田昌史,西村雅史
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] CTCとAttentionの併用による咀嚼と嚥下の自動検出2020

    • Author(s)
      中村亮裕,斎藤隆仁,池田大造,太田 賢,峰野博史,西村雅史
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] A data augmentation-based technique to classify chewing and swallowing using LSTM2020

    • Author(s)
      Muhammad Mehedi Billah; Masafumi Nishimura
    • Organizer
      IEEE 2nd Global Conference on Life Sciences and Technologies
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic Detection of the Chewing Side Using Two-channel Recordings under the Ear2020

    • Author(s)
      Akihiro Nakamura, Takato Saito, Daizo Ikeda, Ken Ohta, Hiroshi Mineno, Masafumi Nishimura
    • Organizer
      IEEE 2nd Global Conference on Life Sciences and Technologies
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 誤嚥防止に向けた声道内残留物による音響特徴量変化の分析2019

    • Author(s)
      細山 友紀,西村 雅史,西田 昌史,堀内 靖雄,黒岩 眞吾
    • Organizer
      日本音響学会2019年秋季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 咽喉マイクの大語彙音声認識のための特徴マッピングに基づくデータ拡張2019

    • Author(s)
      鈴木貴仁,緒方淳,綱川隆司,西田昌史,西村雅史
    • Organizer
      2019年電気・電子・情報関係学会東海支部連合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Estimation of Number of Chewing Strokes and Swallowing Events by Using LSTM-CTC and Throat Microphone2019

    • Author(s)
      Muhammad Mehedi Billah,Taiju Abe, Akihiro Nakamura, Takato Saito, Daizo Ikeda, Hiroshi Mineno, Masafumi Nishimura
    • Organizer
      IEEE 8th Global Conference on Consumer Electronics (GCCE2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of Mounting Position on Throat Microphone Speech Recognition2019

    • Author(s)
      Takahito Suzuki, Jun Ogata, Takashi Tsunakawa, Masafumi Nishida, Masafumi Nishimura
    • Organizer
      IEEE 8th Global Conference on Consumer Electronics (GCCE2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] LSTMに基づく咀嚼・嚥下の自動検出のためのデータ拡張手法の検討2019

    • Author(s)
      Billah Muhammad Mehedi, 西村雅史
    • Organizer
      第17回情報学ワークショップ(WiNF2019)
    • Related Report
      2019 Annual Research Report
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      西村雅史,黒岩眞吾
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Published: 2018-04-23   Modified: 2024-01-30  

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