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Data-Driven Multichannel Signal Processing for Brain Computer Interfacing

Data-Driven Multichannel Signal Processing for Brain Computer Interfacing
用于脑机接口的数据驱动多通道信号处理
批准号:
21360179
负责人:
TANAKA Toshihisa
金额:
$11.73万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (B)
财政年份:
2009
资助国家:
日本
项目状态:
已结题
起止时间:
2009 至 2011

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中文摘要
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英文摘要
Brain-computer interfacing is a technology that transmit information in the brain to the outside, has a variety of engineering and medial applications. To realize this technology, we have to establish fundamentals of signal processing for extracting necessary components from the observed electroencephalogram(EEG) and/or for removing unnecessary components. In this KAKENHI project, we paid attention into the empirical mode decomposition(EMD), which is a recently well-known data-driven signal decomposition technique, and we aimed at establishing methodologies that apply this promising technique to signal processing for BCI. As a result of this project, we have succeeded in an accurate separation of electrocardiogram(EOG) components from the observed EEG. Moreover, we have successfully developed a method for extracting necessary components from EEG signals during motor-imagery tasks. Additionally, we have developed and implemented on-line BCI platforms that utilize an Android smartphone and simple robots.
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DOI: 10.1142/s0218126609005794
发表时间: 2009-12
期刊: J. Circuits Syst. Comput.
影响因子: --
作者: [Ju-Hong Yang;Yuki Saito;Qi-Wei Shi;Jianting Cao;Toshihisa Tanaka;T. Takeda]
通讯作者: Ju-Hong Yang;Yuki Saito;Qi-Wei Shi;Jianting Cao;Toshihisa Tanaka;T. Takeda
Seperation of EOG artifacts from EEG signals using bivariate EMD
使用双变量 EMD 将 EOG 伪影与 EEG 信号分离
DOI: --
发表时间: 2010
期刊: Proc. of 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing(ICASSP 2010)
影响因子: --
作者: [Md. K. I. Molla, T. Tanaka, T. M. Rutkowski, and A. Cichocki]
通讯作者: and A. Cichocki
DOI: 10.1016/j.neulet.2009.11.039
发表时间: 2010-01-18
期刊: NEUROSCIENCE LETTERS
影响因子: 2.5
作者: [Bakardjian, Hovagim, Tanaka, Toshihisa, Cichocki, Andrzej]
通讯作者: Cichocki, Andrzej
DOI: 10.1080/0952813x.2010.506289
发表时间: 2011-01-01
期刊: JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE
影响因子: 2.2
作者: [Shi, Qiwei, Yang, Juhong, Zhu, Huili]
通讯作者: Zhu, Huili
11
    Construction and Application of Tensor Joint Diagonalization Principle for Brain Interfacing
    The analysis of neurodegenerative processes and changes of protein interaction of tau by mutation.
    • 批准号:
      24591711
    • 项目类别:
      Grant-in-Aid for Scientific Research (C)
    • 资助金额:
      $3.41万
    • 财政年份:
      2012
    • 负责人:
      TANAKA Toshihisa
    • 依托单位:
    Digital Communication Through the Brain: Modulation With PerceptualStimuli and Demodulation from the Brain
    Involvement of interaction between RNA and protein in neurodegenerative mechanisms in dementia
    • 批准号:
      20591407
    • 项目类别:
      Grant-in-Aid for Scientific Research (C)
    • 资助金额:
      $2.83万
    • 财政年份:
      2008
    • 负责人:
      TANAKA Toshihisa
    • 依托单位:
    海外基金