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Interactive component extraction from fEEG, fNIRS and peripheral biosignals for affective brain-machine interfacing paradigms

机译:从fEEG,fNIRS和外围生物信号中提取交互式成分,用于情感性脑机接口范例

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摘要

This paper investigates whether some well understood principles of human behavioral analysis can be used to design novel paradigms for affective brain-computer/machine interfaces. This is achieved by using the visual, audio, and audiovisual stimuli representing human emotions. The analysis of brain responses to such stimuli involves several challenges related to the conditioning of brain electrical responses, extraction of the responses to stimuli and mutual information between the several physiological recording modalities used. This is achieved in the time-frequency domain, using multichannel empirical mode decomposition (EMD), which proves very accurate in the joint analysis of neurophysio-logical and peripheral body signals. Our results indicate the usefulness of such an approach and confirm the possibility of using affective brain-computer/machine interfaces.
机译:本文研究了人类行为分析的一些众所周知的原理是否可以用来设计情感性脑机/机界面的新颖范例。这是通过使用代表人类情感的视觉,音频和视听刺激来实现的。对这种刺激的脑反应的分析涉及与脑电反应的调节,对刺激的反应的提取以及所使用的几种生理记录方式之间的相互信息有关的若干挑战。这是通过使用多通道经验模式分解(EMD)在时频域中实现的,这在神经生理学和外周身体信号的联合分析中被证明是非常准确的。我们的结果表明了这种方法的有用性,并证实了使用情感性脑机/机器接口的可能性。

著录项

  • 来源
    《Computers in Human Behavior》 |2011年第5期|p.1512-1518|共7页
  • 作者单位

    Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi 351-0198, Japan;

    Department of Electrical and Electronic Engineering, Tokyo University of Agriculture and Technology, 2-24-16 Nakacho, Koganei-shi, Tokyo 184-8588, Japan,Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi 351-0198, Japan;

    Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi 351-0198, Japan;

    Showa Music University, 1-11-1 Kamiasao, Asao-ku, Kawasaki-shi, Kanagawa 215-8558, Japan,Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi 351-0198, Japan;

    Saitama Institute of Technology, Saitama 369-0293, Japan,Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi 351-0198, Japan;

    Communication and Signal Processing Research Croup, Department of Electrical and Electronic Engineering Imperial College, Exhibition Road, London SW7 2BT, United Kingdom;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    brain/human-computer interaction; eeg; intelligent brain signal processing; emd application to eeg; interactive brain-computer interfacing; affective human/brain-computer; interfacing paradigm;

    机译:脑/人机交互;例如;智能脑信号处理;在电子病历中的应用;交互式脑机接口;情感人/脑计算机;接口范式;
  • 入库时间 2022-08-18 02:10:46

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