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Development of Speech Enhancement Algorithm on Highly Noisy Environment Using Noise Database

Research Project

Project/Area Number 16K18111
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Measurement engineering
Research InstitutionSaitama University

Principal Investigator

SUGIURA Yosuke  埼玉大学, 理工学研究科, 助教 (20711617)

Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords音声強調 / 雑音除去 / 音声解析 / 周波数推定 / ピッチ抽出 / 深層学習
Outline of Final Research Achievements

We proposed accurate analysis methods for speech and and a speech enhancement architecture using deep neural network (DNN) in order to develop a speech enhancement algorithm on highly noisy environment. The former is an method to estimate the speech and noise accurately from the noisy speech including the non-stationary noise. The latter is designed analytically so as to be a structure matching the speech enhancement. They are expected to be important techniques in the environment affected by noise, such as the hands-free speech communication or the speech recognition on the AI speaker.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (6 results)

All 2018 2017 2016

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (5 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results)

  • [Journal Article] 適応IIR ノッチフィルタの高速・高精度な単調増加勾配アルゴリズム2016

    • Author(s)
      杉浦陽介,島村徹也
    • Journal Title

      電子情報通信学会論文誌

      Volume: J99-A Pages: 391-398

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] A Fast Algorithm for Adaptive Notch Filter Based on NLMS algorithm and MIG algorithm2018

    • Author(s)
      Yosuke Sugiura
    • Organizer
      The 2018 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Direction Design for Gradient Based Adaptive Notch Filter2017

    • Author(s)
      Yosuke SUGIURA
    • Organizer
      The International Technical Conference on Circuits/Systems, Computers and Communications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音声強調入門2017

    • Author(s)
      杉浦陽介
    • Organizer
      電気学会電子・ 情報・システム部門システム研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 畳み込みニューラルネットワークを用いた音声強調2016

    • Author(s)
      杉浦陽介,島村徹也
    • Organizer
      第31回信号処理シンポジウム
    • Place of Presentation
      関西大学(大阪府,吹田市)
    • Year and Date
      2016-11-08
    • Related Report
      2016 Research-status Report
  • [Presentation] べき乗振幅スペクトルのDCT解析に基づくピッチ抽出2016

    • Author(s)
      杉浦陽介,島村徹也
    • Organizer
      2016年ソサイエティ大会
    • Place of Presentation
      北海道大学(北海道,札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2019-03-29  

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