Study of Parameter Decision for a Noise Rejection Method Using ICA for a Magnetocardiogram

• Oyamada K.

  Graduate School of Engineering, Iwate Univ.

• Kobayashi K.

  Graduate School of Engineering, Iwate Univ.

• Yoshizawa M.

  Graduate School of Engineering, Iwate Univ.

• Uchikawa Y.

  School of Science and Engineering, Tokyo Denki Univ.

Bibliographic Information

Other Title

• 心磁図のＩＣＡを用いた環境磁気ノイズ除去におけるパラメータ決定の検討
• シンジズ ノ ICA オ モチイタ カンキョウ ジキ ノイズ ジョキョ ニ オケル パラメータ ケッテイ ノ ケントウ

Abstract

  We studied an environmental magnetic noise rejection method using independent component analysis (ICA) for a magnetocardiogram (MCG). In the ICA, when the SN ratio of the data is reduced, the accuracy of the noise rejection becomes low and it becomes difficult to reach a decision regarding the contraction dimension. In order to solve these problems, we examined the initial value of the transformation matrix W of the ICA. We proposed an initial value decision procedure for the transformation matrix W, and as a result the accuracy of the noise rejection was improved. Verification was carried out for MCGs with various SN ratios. It was shown that this method was effective for improving noise rejection.

Journal

• Journal of the Magnetics Society of Japan

  Journal of the Magnetics Society of Japan 34 (2), 146-150, 2010

  The Magnetics Society of Japan

Keywords

• MCG
• noise rejection
• ICA
• initial value

Details

• CRID: 1390282680262231808
• NII Article ID: 130000168431
• NII Book ID: AA12297999
• DOI: 10.3379/msjmag.1002r0009
• ISSN: 18822932
• ISSN: 18822924
• NDL BIB ID: 10610120
• Web Site: https://ndlsearch.ndl.go.jp/books/R000000004-I10610120
• Text Lang: ja
• Data Source:
  • JaLC
  • NDL
  • Crossref
  • CiNii Articles
  • KAKEN
• Abstract License Flag: Disallowed