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Bayesian filter aimed at noise suppression based on hybrid use of bone- and air-conducted speech signal

Research Project

Project/Area Number 15K06116
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Measurement engineering
Research InstitutionPrefectural University of Hiroshima

Principal Investigator

IKUTA Akira  県立広島大学, 経営情報学部, 名誉教授 (30145164)

Co-Investigator(Kenkyū-buntansha) 肖 業貴  県立広島大学, 経営情報学部, 教授 (50252325)
折本 寿子 (益池寿子)  県立広島大学, 経営情報学部, 准教授 (80533207)
Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords音声信号 / 雑音抑制 / 骨導音 / 気導音 / ベイズフィルタ / 騒音抑制
Outline of Final Research Achievements

In this study, in order to suppress the noises that inevitably exist in the observed speech signal of actual environment, a signal processing method to remove the noise for actual speech signals was proposed by jointly using the measured data of bone- and air-conducted speech signals. According to the additive property of sound pressure, the observation of air-conduced speech signal can be expressed as a linear model of the speech signal and a background noise. Furthermore, a propagation model with unknown parameters was introduced as the bone-conducted speech signal model. By introducing Bayes’ theorem based on an orthogonal expansion expression of probability distribution, an algorithm for noise suppression was proposed. By applying the proposed algorithm to real speech signals measured in an anechoic chamber, it was revealed by experiments that better estimation results were obtained by the proposed algorithm as compared with the method based on only air-conducted observations.

Academic Significance and Societal Importance of the Research Achievements

本研究では,音声信号と骨導音の相関情報を活用したベイズフィルタにより音声信号を抽出した。ベイズ推定では,得られる情報(データ)の増加に従い推定精度が向上することから,骨導音と気導音の同時データを測定・活用することにより,それぞれの欠損情報を補うことができる。
音声認識システムは機器点検作業現場や魚・農産物のセリ市場などに導入され,業務効率化に貢献している。また,音声認証により開錠できる生体認証システムも実用化されており,新しいセキュリティとして注目されている。これらの技術で障害となるのは,周囲環境における騒音の存在である。本研究を活用した音声抽出技術の開発により,応用分野の拡大が期待できる。

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (25 results)

All 2018 2017 2016 2015

All Journal Article (8 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 8 results,  Open Access: 2 results,  Acknowledgement Compliant: 3 results) Presentation (17 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] A Bayesian Filter for Sound Environment System with Quantized Observation2018

    • Author(s)
      H. Orimoto, A. Ikuta
    • Journal Title

      Intelligent Information Management

      Volume: 10

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Noise Suppression Method by Jointly Using Bone- and Air-Conducted Speech Signal2018

    • Author(s)
      A. Ikuta, H. Orimoto, G.. Gallagher
    • Journal Title

      Noise Control Engineering Journal

      Volume: 66 Pages: 472-488

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] State Estimation for Fuzzy Sound Environment System with Finite Amplitude Fluctuation2017

    • Author(s)
      Akira Ikuta, Hisako Orimoto, Gerard Gallagher
    • Journal Title

      Journal of Software Engineering and Applications

      Volume: 10 Issue: 07 Pages: 625-638

    • DOI

      10.4236/jsea.2017.107034

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Method for Evaluating the Statistical Relationship between Sound Pressure Level and Noise Annoyance Based on a Nonlinear Regression Model and an Experiment2016

    • Author(s)
      Hisako Orimoto, Akira Ikuta and Yegui Xiao
    • Journal Title

      International Journal of Acoustics and Vibration

      Volume: 21 Pages: 145-151

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 有限レベル変動域を考慮したファジィ・ベイズフィルタに基づく音環境の一状態推定法2016

    • Author(s)
      生田 顕,折本寿子
    • Journal Title

      計測自動制御学会論文集

      Volume: 52 Pages: 385-392

    • NAID

      130005265931

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Static and Dynamic Methods for Fuzzy Signal Processing of Sound and Electromagnetic Environment Based on Fuzzy Observations2016

    • Author(s)
      Akira Ikuta, Hisako Orimoto
    • Journal Title

      "Lecture Notes" in the series " Studies in Computational Intelligence" (SCI) published by Springer-Verlag

      Volume: 620 Pages: 171-187

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Method for Evaluating the Statistical Relationship between Sound Pressure Level and Noise Annoyance Based on a Nonlinear Regression Model and an Experiment2016

    • Author(s)
      isako. Orimoto, Akira Ikuta and Yegui Xiao
    • Journal Title

      Method for Evaluating the Statistical Relationship between Sound Pressure Level and Noise Annoyance Based on a Nonlinear Regression Model and an Experiment

      Volume: 21

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Statistical Evaluation of Complex Sound Environment with Background Noise2015

    • Author(s)
      Akira Ikuta, Hisako Orimoto, Nazmul Siddique and Liam Maguire
    • Journal Title

      International Journal of Acoustics and Vibration

      Volume: 20 Pages: 41-46

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] A Countermeasure Method for Background Noise by Jointly Using Bone- and Air-Conducted Speech Signal2018

    • Author(s)
      G. Gallagher, A. Ikuta and H. Orimoto
    • Organizer
      25th International Congress on Sound and Vibration
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fuzzy Bayesian Filter for Sound Environment by Considering Additive Property of Energy Variable and Fuzzy Observation in Decibel Scale2018

    • Author(s)
      A. Ikuta and H. Orimoto
    • Organizer
      Signal Processing on Algorithms, Architectures, Arrangements, and Applications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Noise Cancellation Method for Speech Signal by Using an Extension Type UKF2018

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      Signal Processing on Algorithms, Architectures, Arrangements, and Applications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Faults diagnosis method by using multinomial distribution based on correlation information between sound and vibration2017

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      日本音響学会 秋季研究発表会2017,愛媛大学(愛媛県松山市)
    • Related Report
      2017 Research-status Report
  • [Presentation] State estimation method for sound environment based on an extension type UKF by considering non-Gaussian noise2017

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      24th International Congress on Sound and Vibration,ロンドン(イギリス)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Noise Suppression Method by Jointly Using Bone- and Air- Conducted Speech Signals2017

    • Author(s)
      Ikuta, Akira; Orimoto, Hisako
    • Organizer
      46th international congress and exposition on noise control engineering,香港
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fussy Bayesian Filter for Sound Environment by Considering Additive Property of Energy Variable and Fuzzy Observation in Decibel Scale2017

    • Author(s)
      Akira Ikuta and Hisako Orimoto
    • Organizer
      IEICE, Engineering Acoustics,オークランド(ニュージーランド)
    • Related Report
      2017 Research-status Report
  • [Presentation] Noise cancellation method for speech signal by using an extension type UKF2017

    • Author(s)
      Hisako ORIMOTO, Akira IKUTA
    • Organizer
      IEICE, Engineering Acoustics,オークランド(ニュージーランド)
    • Related Report
      2017 Research-status Report
  • [Presentation] A Noise Suppression Method by Using Bayes' Theorem Based on the Observation of Bone- and Air- Conducted Speech Signals2017

    • Author(s)
      Gallagher Gerard,生田 顕,折本 寿子
    • Organizer
      日本音響学会 秋季研究発表会2017,愛媛大学(愛媛県松山市)
    • Related Report
      2017 Research-status Report
  • [Presentation] 音環境における非ガウス雑音を考慮した拡張型UKFによる状態推定2017

    • Author(s)
      折本寿子,生田顕,Gerard Gallagher
    • Organizer
      日本音響学会 春季研究発表会2017,明治大学生田キャンパス(神奈川県)
    • Related Report
      2017 Research-status Report
  • [Presentation] 量子化観測の音環境システムに対するベイズ論理に基づく状態推定2016

    • Author(s)
      生田 顕,折本寿子,Gerard Gallagher
    • Organizer
      電子情報通信学会応用音響研究会
    • Place of Presentation
      大分
    • Year and Date
      2016-11-17
    • Related Report
      2016 Research-status Report
  • [Presentation] 非ガウス性雑音を考慮した拡張型UKFによる状態推定法と音環境への適用2016

    • Author(s)
      折本寿子,生田 顕
    • Organizer
      電子情報通信学会応用音響研究会
    • Place of Presentation
      大分
    • Year and Date
      2016-11-17
    • Related Report
      2016 Research-status Report
  • [Presentation] A Bayesian Filter for Sound Environment System with Quantized Observation2016

    • Author(s)
      Akira Ikuta
    • Organizer
      INTER-NOISE 2016
    • Place of Presentation
      Hambrug
    • Year and Date
      2016-08-21
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Bayesian Filter for Sound Environment System with Quantized Observation2016

    • Author(s)
      Akira Ikuta
    • Organizer
      Inter-Noise 2016
    • Place of Presentation
      Hamburg
    • Year and Date
      2016-08-21
    • Related Report
      2015 Research-status Report
  • [Presentation] Statistical Faults Diagnosis Method by Using Higher-Order Correlation Information between Sound and Vibration of Rotational Machine2016

    • Author(s)
      Hisako Orimoto and Akira Ikuta
    • Organizer
      23th International Congress on Sound and Vibration
    • Place of Presentation
      Athens
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 骨導音と気導音の併用による音声信号に対する騒音抑制法2015

    • Author(s)
      下野智也,生田 顕,長谷川浩治
    • Organizer
      第24回計測自動制御学会中国支部学術講演会論文集
    • Place of Presentation
      岡山理科大学
    • Year and Date
      2015-11-28
    • Related Report
      2015 Research-status Report
  • [Presentation] 音環境システムにおける非線形・非ガウス・非定常性を考慮した出力分布予測2015

    • Author(s)
      生田 顕,内藤真央,久保里奈,太田光雄
    • Organizer
      電子情報通信学会応用音響研究会
    • Place of Presentation
      熊本大学
    • Year and Date
      2015-11-12
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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