Suitable Number of Visual Stimuli for SSVEP-Based BCI Spelling Applications

被引:3
|
作者
Gembler, Felix [1 ]
Stawicki, Piotr [1 ]
Volosyak, Ivan [1 ]
机构
[1] Rhine Waal Univ Appl Sci, Fac Technol & Bion, D-47533 Kleve, Germany
关键词
Brain-computer interface (BCI); Electroencephalogram (EEG); Steady state visual evoked potential (SSVEP); Visual stimuli; BRAIN-COMPUTER INTERFACES;
D O I
10.1007/978-3-319-59147-6_38
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Steady state visual evoked potentials (SSVEPs)-based Brain-Computer interfaces (BCIs) provide a pathway for re-establishing communication to people with severe disabilities. In the presented study, we compared accuracy and speed of three SSVEP-based BCI spelling applications in order to investigate the influence of the number of visual stimuli on the BCI performance. Three systems with four, six and 28 stimulating frequencies were tested. Ten subjects (one female) participated in this study. The highest ITR achieved in the experiment was 51.77 bpm. It is interesting, that it was achieved with the system based on six flickering targets. Our results confirm that the number of stimuli has high impact on classification accuracy and BCI literacy of SSVEP-based BCIs.
引用
收藏
页码:441 / 452
页数:12
相关论文
共 50 条
  • [21] Self-Flickering Visual Stimulus based on Visual illusion for SSVEP-based BCI System
    Punsawad, Yunyong
    Siribunyaphat, Nannaphat
    Wongsawat, Yodchanan
    2018 11TH BIOMEDICAL ENGINEERING INTERNATIONAL CONFERENCE (BMEICON 2018), 2018,
  • [22] RELIABLE VISUAL STIMULI ON LCD SCREENS FOR SSVEP BASED BCI
    Cecotti, Hubert
    Volosyak, Ivan
    Graeser, Axel
    18TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2010), 2010, : 919 - 923
  • [23] Optimal Electrode Positions for an SSVEP-based BCI
    Marx, Elena
    Benda, Mihaly
    Volosyak, Ivan
    2019 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2019, : 2731 - 2736
  • [24] Different Feedback Methods for an SSVEP-based BCI
    Benda, Mihaly
    Stawicki, Piotr
    Gembler, Felix
    Grichnik, Roland
    Rezeika, Aya
    Saboor, Abdul
    Volosyak, Ivan
    2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, : 1939 - 1943
  • [25] Development of an SSVEP-based BCI spelling system adopting a QWERTY-style LED keyboard
    Hwang, Han-Jeong
    Lim, Jeong-Hwan
    Jung, Young-Jin
    Choi, Han
    Lee, Sang Woo
    Im, Chang-Hwan
    JOURNAL OF NEUROSCIENCE METHODS, 2012, 208 (01) : 59 - 65
  • [26] SSVEP-based BCI: a "Plug & Play" Approach
    Mora, Niccolo
    De Munari, Ilaria
    Ciampolini, Paolo
    2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 6170 - 6173
  • [27] SSVEP-Based BCI in a Smart Home Scenario
    Saboor, Abdul
    Rezeika, Aya
    Stawicki, Piotr
    Gembler, Felix
    Benda, Mihaly
    Grunenberg, Thomas
    Volosyak, Ivan
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2017, PT II, 2017, 10306 : 474 - 485
  • [28] Simple communication using a SSVEP-based BCI
    Sanchez, Guillermo
    Diez, Pablo F.
    Avila, Enrique
    Laciar Leber, Eric
    8TH ARGENTINEAN BIOENGINEERING SOCIETY CONFERENCE (SABI 2011) AND 7TH CLINICAL ENGINEERING MEETING, 2011, 332
  • [29] Optimization of ear electrodes for SSVEP-based BCI
    Zhao, Huiqing
    Zheng, Li
    Yuan, Miao
    Wang, Yijun
    Gao, Xiaorong
    Liu, Ruping
    Pei, Weihua
    JOURNAL OF NEURAL ENGINEERING, 2023, 20 (04)
  • [30] Boggle: An SSVEP-Based BCI Web Browser
    Camilleri, Alison
    Porter, Chris
    Camilleri, Tracey
    COMPUTER-HUMAN INTERACTION RESEARCH AND APPLICATIONS, CHIRA 2020, 2022, 1609 : 100 - 123