Human Computer Interaction Feedback Based-On Data Visualization Using MVAR and NN

被引：2
作者：
Olszewska, J., I [1 ]
机构：
[1] Univ West Scotland, Glasgow, Lanark, Scotland
来源：
IEEE 15TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI 2021) | 2021年
关键词：
Human Computer Interaction; Brain Computer Interface; Assistive Technology; Multi-Variate Signal Processing; Data Processing; Data Visualization; Machine Learning; Neural Networks; Reinforcement Learning; 3D Visual Feedback; User-Center Graphical Interface; INTERFACE;
D O I：
10.1109/SACI51354.2021.9465564
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In the situation of pandemic with people being ill, contagious, or suffering from long-term effects, touchless human computer interfaces, and especially brain computer interfaces (BCI), could provide humans with safe communication technologies as well as user-centric systems for rehabilitation. IIence, this work studies at first the representation of electroencephalogram (EEG) signals in a data space which is appropriate for an efficient data processing and a user-friendly interpretation. Then, we propose 3D data visualizations mapping the human brain activity into that data space. The developed representations have been successfully tested within a BCI framework through 3D data visualizations the user can see and interact with in real time.
引用
收藏
页码：67 / 72
页数：6
相关论文
共 48 条
  • [1] Al-Sagban M., 2008, P IEEE INT S MECH IT, P1
  • [2] Brain-Computer Interface for Neurorehabilitation of Upper Limb After Stroke
    Ang, Kai Keng
    Guan, Cuntai
    [J]. PROCEEDINGS OF THE IEEE, 2015, 103 (06) : 944 - 953
  • [3] [Anonymous], 2021, MULTITEMAS
  • [4] Anuri S., 2013, ADV HUMAN COMPUTER I, P1
  • [5] Beale M. H., 2017, NEURAL NETWARK TOOLB
  • [6] EEG-Based Brain-Controlled Mobile Robots: A Survey
    Bi, Luzheng
    Fan, Xin-An
    Liu, Yili
    [J]. IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS, 2013, 43 (02) : 161 - 176
  • [7] Bosse S, 2016, IEEE SYS MAN CYBERN, P2834, DOI 10.1109/SMC.2016.7844669
  • [8] Cho H.-S., 2006, P AUSTR JOINT C ART, P992
  • [9] Filatrian J.J., 2005, P SUMM WORKSH MULT I, P1
  • [10] Fu HL, 2020, IEEE I C VI COM I PR, P351, DOI [10.1109/VCIP49819.2020.9301801, 10.1109/vcip49819.2020.9301801]
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