• DocumentCode
    626545
  • Title

    A VLSI design of singular value decomposition processor used in real-time ICA computation for multi-channel EEG system

  • Author

    Kuan-Ju Huang ; Wei-Yeh Shih ; Jui-Chieh Liao ; Wai-Chi Fang

  • Author_Institution
    Dept. of Electron. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • fYear
    2013
  • fDate
    19-23 May 2013
  • Firstpage
    413
  • Lastpage
    416
  • Abstract
    This paper presents a VLSI design of singular value decomposition (SVD) processor used in real-time independent component analysis (ICA) computation for multi-channel electroencephalography (EEG) system. EEG signals are easily influenced by other artifacts. To acquire artifact free EEG signals, ICA is a popular method for artifact removal. Results obtained after the pre-processing of ICA are often used for further applications such as brain computer interfaces (BCIs). In order to improve the feasibility and convenience of BCIs, a real-time ICA pre-processing is required. Because SVD is used frequently in computations of ICA, a SVD processor used for real-time ICA computation is essential. This paper aims to develop a custom SVD for multi-channel EEG systems based on ICA. During the ICA process, the proposed processor aims to solve the inverse and inverse square root matrices in real time. And the processor obtains a highly accurate result since a novel design concept for renewing data flow and parallel data processing are provided in this research. This processor is developed with TSMC 90nm CMOS technology in an 8-channel EEG system. The performance of the proposed SVD is also provided with the processing result of the EEG system.
  • Keywords
    VLSI; electroencephalography; independent component analysis; VLSI design; brain computer interfaces; multichannel EEG system; real-time ICA computation; real-time independent component analysis; singular value decomposition processor; Accuracy; Computer architecture; Electroencephalography; Engines; Jacobian matrices; Matrix decomposition; Real-time systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2013 IEEE International Symposium on
  • Conference_Location
    Beijing
  • ISSN
    0271-4302
  • Print_ISBN
    978-1-4673-5760-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2013.6571868
  • Filename
    6571868