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2009 Fiscal Year Final Research Report

Nonlinear Adaptive Noise Canceller and Extraction of Fetal ECG

Research Project

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Project/Area Number 19560425
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Measurement engineering
Research InstitutionPrefectural University of Hiroshima

Principal Investigator

XIAO Yegui  Prefectural University of Hiroshima, 経営情報学部, 教授 (50252325)

Co-Investigator(Renkei-kenkyūsha) IKUTA Akira  県立広島大学, 経営情報学部, 教授 (30145164)
Project Period (FY) 2007 – 2009
Keywords適応ノイズキャンセラー / 胎児心電図抽出 / ニューラルネットワーク / 非線形適応フィルタ / 能動騒音制御システム / 線形型FIRフィルタ / 性能解析 / 計算量
Research Abstract

As an application of adaptive signal processing to biomedical engineering, fetal ECG extraction is well-known and has been studied continuously in force from 1980's. However, this technology has not been put into fetal diagnosis practice yet due to low extraction accuracy. If established and put into daily diagnosis, it will become a high technology that contributes greatly to fulfilling the public demands for security and safety of birth in low birth-rate age we live in. In this project, linear and nonlinear adaptive noise cancellers are proposed that have both multiple primary and reference channels. Applications to real fetal ECG data reveal that the new systems present much better extraction accuracy than the conventional system indicates. Thus, this project has achieved a significant progress toward general use of the technology.

  • Research Products

    (9 results)

All 2010 2009 2008 2007

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (5 results)

  • [Journal Article] Analysis of online secondary-path modeling with auxiliary noise scaled by residual noise signal2010

    • Author(s)
      J.Liu, Y.Xiao, et al.
    • Journal Title

      IEEE Trans. on Audio, Speech and Language Processing (in press)

    • Peer Reviewed
  • [Journal Article] Properties of FXLMS-based narrow-band active noise control with online secondary-path modeling2009

    • Author(s)
      Y.Xiao, L.Ma, K.Hasegawa
    • Journal Title

      IEEE Trans. on Signal Process. vol.57

      Pages: 2931-2949

    • Peer Reviewed
  • [Journal Article] Stochastic analysis of the FXLMS-based narrow-band active noise control system2008

    • Author(s)
      Y.Xiao, A.Ikuta, et al.
    • Journal Title

      IEEE Trans. on Audio, Speech and Language Processing vol.16

      Pages: 1000-1014

    • Peer Reviewed
  • [Journal Article] Fast RLS Fourier analyzers capable of accommo-dating frequency mismatch2007

    • Author(s)
      Y.Xiao, L.Ma, K.Ward
    • Journal Title

      Signal Processing

      Pages: 2197-2212

    • Peer Reviewed
  • [Presentation] Fetal ECG extraction using multi-sensory linear noise canceller with multiple reference channels2009

    • Author(s)
      Y.Xiao, K.Yokota, et al.
    • Organizer
      The 24th Intl. Technical Conference on Circuits / Systems, Computer and Communications, Jeju
    • Year and Date
      20090700
  • [Presentation] Ex-traction of fetal ECG using adaptive Volterra filters2008

    • Author(s)
      M.Shadaydeh, Y.Xiao, K.Ward
    • Organizer
      2008 European Signal Processing Conference
    • Place of Presentation
      Lausanne
    • Year and Date
      20080900
  • [Presentation] A new robust narrowband active noise control structure with only one channel for reference signalfiltering2008

    • Author(s)
      Y.Xiao
    • Organizer
      2008 Intl. Technical Conference on Circuits / Systems, Computer and Communications (Best Paper Award)
    • Place of Presentation
      Yamaguchi
    • Year and Date
      20080700
  • [Presentation] A new narrowband active noise control system using IIR notch filter and magnitude/phase adjuster2007

    • Author(s)
      Y.Xiao
    • Organizer
      2007 Intl. Technical Conference on Circuits / Systems, Computer and Communications
    • Place of Presentation
      Busan
    • Year and Date
      20070700
  • [Presentation] Performance analysis of the FXLMS-based narrowband active noise control system with online secondary-path modeling2007

    • Author(s)
      Y.Xiao, L.Ma, K.Khorasani, A.Ikuta
    • Organizer
      EEE Intl. Conference on Acoustics, Speech, and Signal Processing
    • Place of Presentation
      Hawaii
    • Year and Date
      20070400

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Published: 2011-06-18   Modified: 2016-04-21  

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