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Speech signal recovery using an optimized multi-channel adaptive noise canceller based on bone- and air-conducted measurements

Research Project

Project/Area Number 18K04175
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 21030:Measurement engineering-related
Research InstitutionPrefectural University of Hiroshima

Principal Investigator

XIAO YEGUI  県立広島大学, 地域創生学部, 教授 (50252325)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords音声復元 / 適応ノイズキャンセラー / 骨導音 / 気導音 / 線形結合器 / 非線形フィルタ / 最適化 / マルチ参照チャンネルANCの最適化 / マルチプライマリーチャンネルANCの最適化 / 拘束条件付き逐次最小二乗アルゴリズム / 計算量削減 / マルチチャンネル適応ノイズキャンセラー / 逐次最小二乗アルゴリズム / 適応フィルタ
Outline of Final Research Achievements

In this project, speech denoising is attempted by using of active noise canceller (ANC) that takes simultaneously the bone- and air-conducted (BC, AC) speech measurement as its reference and primary signal, respectively. Focus is put onto the use of multiple reference and/or primary channels. The main outcome is as follows: 1) an ANC with multiple BC signals is proposed, that improves the recovery quality as the number of reference BC is increased, 2) an ANC with multiple optimized reference channels is proposed, that the reference channels are connected by a constrained linear combiner (LC) which is optimized based on the minimization of the ANC error, and the recovery accuracy is further improved, and 3) we also tried an ANC that has multiple optimized primary (AC) channels and found that the recovery quality may also be improved. All proposed systems have been applied to real measurements to confirm their performance and capabilities.

Academic Significance and Societal Importance of the Research Achievements

本研究は以下の学術的意義や社会的意義があると考える
① マルチチャンネルANCの最適化による音声復元は、初の試みとして、理論的貢献のみならず、音声復元の精度向上を実現し、その実用化へ大きく前進した。
② 骨導音・気導音を活用した製品化(システムを含む)が進む中、本研究は関連産業に刺激を与え、技術向上へ貢献できると考える。

Report

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

    (7 results)

All 2021 2020 2019 2018

All Presentation (7 results) (of which Int'l Joint Research: 7 results)

  • [Presentation] Speech recovery using adaptive noise canceller with multiple optimized primary channels2021

    • Author(s)
      L. Zhang, Y. Xiao, et. al
    • Organizer
      Intl. Conf. Signal & Image Processing
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A new feedback narrowband active noise control system with online secondary-path modeling based on adaptive notch filtering2020

    • Author(s)
      X. Tan, Y. Ma, Y. Xiao, L. Ma, K. Khorasani
    • Organizer
      2020 International Conference on Advanced Mechatronic Systems, Hanoi, Vietnam, December 10 - 13, 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multi-frequency narrowband active noise control with online feedback-path modeling using IIR adaptive notch filters2019

    • Author(s)
      Z. Wang, Y. Xiao, et al.
    • Organizer
      APCCAS 2019 - IEEE Asia Pacific Conference on Circuits and Systems
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A multi-channel narrowband active noise control system with simultaneous online secondary- and feedback-path modeling2019

    • Author(s)
      T. Bai, Z. Wang, Y. Xiao, et al.
    • Organizer
      APCCAS 2019 - IEEE Asia Pacific Conference on Circuits and Systems
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A nonlinear adaptive noise canceller with multiple reference channels for speech enhancement using both bone- and air-conducted measurements2018

    • Author(s)
      Yegui Xiao, Tao Bai, Ran Xiao, Yaping Ma
    • Organizer
      2018 International Symposium on Intelligent Signal Processing and Communication Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A new robust narrowband active noise control system with online secondary-path modeling and frequency mismatch compensation2018

    • Author(s)
      Yaping. Ma, Yegui Xiao, et al.
    • Organizer
      2018 International Conference on Advanced Mechatronic Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Active noise control with online feedback-path modeling using adaptive notch filter2018

    • Author(s)
      Tao Bai, Yegui Xiao, et al.
    • Organizer
      2018 International Conference on Advanced Mechatronic Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2023-01-30  

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