• DocumentCode
    3138628
  • Title

    Moving Towards a Hardware Implementation of the Independent Component Analysis for Brain Computer Interfaces

  • Author

    Malatesta, Alessandro ; Quitadamo, Lucia Rita ; Abbafati, Manuel ; Bianchi, Luigi ; Marciani, Maria Grazia ; Cardarilli, Gian Carlo

  • Author_Institution
    Skytechnol. srl, Rome
  • fYear
    2007
  • fDate
    27-30 Nov. 2007
  • Firstpage
    227
  • Lastpage
    230
  • Abstract
    Brain computer interface (BCI) systems implement a communication path between human users and the external environment by translating physiological signals directly acquired from the brain into commands toward external peripherals. A lot of protocols have been implemented in the BCI field and a lot of analytical techniques and algorithms on the signals have been tested to improve the reliability of the information extracted from signals and then the performances of BCI systems. Independent component analysis (ICA) revealed to be a useful tool for analyzing data as it allows the separation of the signals in some independent sources which carry information about the different components of the signals themselves. However ICA is computationally expensive and some efforts should be done in order to maximize its results in terms of time spent for the analysis. A hardware implementation is now discussed which makes the ICA more useful for the online analysis typical of BCI systems.
  • Keywords
    brain models; electroencephalography; handicapped aids; independent component analysis; medical signal processing; BCI systems; ICA; brain computer interfaces; data analysis; external peripherals; hardware implementation; independent component analysis; physiological signals; Algorithm design and analysis; Brain computer interfaces; Hardware; Humans; Independent component analysis; Information analysis; Performance analysis; Protocols; Signal analysis; System testing; Brain Computer Interface; FPGA; Independent Component Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Circuits and Systems Conference, 2007. BIOCAS 2007. IEEE
  • Conference_Location
    Montreal, Que.
  • Print_ISBN
    978-1-4244-1524-3
  • Electronic_ISBN
    978-1-4244-1525-0
  • Type

    conf

  • DOI
    10.1109/BIOCAS.2007.4463350
  • Filename
    4463350