A review of disability EEG based wheelchair control system: Coherent taxonomy, open challenges and recommendations

被引:74
|
作者
Al-qaysi, Z. T. [1 ,2 ]
Zaidan, B. B. [1 ]
Zaidan, A. A. [1 ]
Suzani, M. S. [1 ]
机构
[1] Univ Pendidikan Sultan Idris, Dept Comp, Tanjong Malim, Perak, Malaysia
[2] Tikrit Univ, Comp Sci & Math Coll, Dept Comp Sci, Tikrit, Iraq
关键词
EEG; Wheelchair; Control system; Brain-computer interface; BRAIN-COMPUTER-INTERFACE; ROBOTIC WHEELCHAIR; MOTOR IMAGERY; NEUROPHYSIOLOGICAL PROTOCOL; ACTUATED WHEELCHAIR; NEURAL-NETWORK; REAL-TIME; P300; CLASSIFICATION; NAVIGATION;
D O I
10.1016/j.cmpb.2018.06.012
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Context: Intelligent wheelchair technology has recently been utilised to address several mobility problems. Techniques based on brain-computer interface (BCI) are currently used to develop electric wheelchairs. Using human brain control in wheelchairs for people with disability has elicited widespread attention due to its flexibility. Objective: This study aims to determine the background of recent studies on wheelchair control based on BCI for disability and map the literature survey into a coherent taxonomy. The study intends to identify the most important aspects in this emerging field as an impetus for using BCI for disability in electric-powered wheelchair (EPW) control, which remains a challenge. The study also attempts to provide recommendations for solving other existing limitations and challenges. Methods: We systematically searched all articles about EPW control based on BCI for disability in three popular databases: ScienceDirect, IEEE and Web of Science. These databases contain numerous articles that considerably influenced this field and cover most of the relevant theoretical and technical issues. Results: We selected 100 articles on the basis of our inclusion and exclusion criteria. A large set of articles (55) discussed on developing real-time wheelchair control systems based on BCI for disability signals. Another set of articles (25) focused on analysing BCI for disability signals for wheelchair control. The third set of articles (14) considered the simulation of wheelchair control based on BCI for disability signals. Four articles designed a framework for wheelchair control based on BCI for disability signals. Finally, one article reviewed concerns regarding wheelchair control based on BCI for disability signals. Discussion: Since 2007, researchers have pursued the possibility of using BCI for disability in EPW control through different approaches. Regardless of type, articles have focused on addressing limitations that impede the full efficiency of BCI for disability and recommended solutions for these limitations. Conclusions: Studies on wheelchair control based on BCI for disability considerably influence society due to the large number of people with disability. Therefore, we aim to provide researchers and developers with a clear understanding of this platform and highlight the challenges and gaps in the current and future studies. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:221 / 237
页数:17
相关论文
共 50 条
  • [1] Review of ECG detection and classification based on deep learning: Coherent taxonomy, motivation, open challenges and recommendations
    Chen, Shan Wei
    Wang, Shir Li
    Qi, Xin Zhi
    Samuri, Suzani Mohamad
    Yang, Can
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2022, 74
  • [2] A review on intelligent process for smart home applications based on IoT: coherent taxonomy, motivation, open challenges, and recommendations
    A. A. Zaidan
    B. B. Zaidan
    [J]. Artificial Intelligence Review, 2020, 53 : 141 - 165
  • [3] A review on intelligent process for smart home applications based on IoT: coherent taxonomy, motivation, open challenges, and recommendations
    Zaidan, A. A.
    Zaidan, B. B.
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2020, 53 (01) : 141 - 165
  • [4] A review of research on medical image confidentiality related technology coherent taxonomy, motivations, open challenges and recommendations
    Zhang, Bin
    Rahmatullah, Bahbibi
    Wang, Shir Li
    Zaidan, A. A.
    Zaidan, B. B.
    Liu, Penghui
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (14) : 21867 - 21906
  • [5] A review of research on medical image confidentiality related technology coherent taxonomy, motivations, open challenges and recommendations
    Bin Zhang
    Bahbibi Rahmatullah
    Shir Li Wang
    A. A. Zaidan
    B. B. Zaidan
    Penghui Liu
    [J]. Multimedia Tools and Applications, 2023, 82 : 21867 - 21906
  • [6] An EEG Based Control System for Intelligent Wheelchair
    Li, Min
    Zhang, Yi
    Zhang, Hui
    Hu, Huosheng
    [J]. MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 1540 - +
  • [7] A Systematic Review on Cardiovascular Stent and Stenting Failure: Coherent Taxonomy, Performance Measures, Motivations, Open Challenges and Recommendations
    Kareem, A. K.
    Gabir, Mustafa M.
    Almoayed, O. M.
    Ismail, A. E.
    Taib, Ishkrizat
    Darlis, Nofrizalidris
    Ali, I. R.
    [J]. INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2022, 14 (01): : 102 - 126
  • [8] The landscape of research on smartphone medical apps: Coherent taxonomy, motivations, open challenges and recommendations
    Hussain, Muzammil
    Al-Haiqi, Ahmed
    Zaidan, A. A.
    Zaidan, B. B.
    Kiah, M. L. M.
    Anuar, Nor Badrul
    Abdulnabi, Mohamed
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2015, 122 (03) : 393 - 408
  • [9] A Review on Electronic Nose: Coherent Taxonomy, Classification, Motivations, Challenges, Recommendations and Datasets
    Al-Dayyeni, Wisam Subhi
    Al-Yousif, Shahad
    Taher, Mayada M.
    Al-Faouri, Ahmad Wahib
    Tahir, Nooritawati Md
    Jaber, Mustafa Musa
    Ghabban, Fahad
    Najm, Ihab A.
    Alfadli, Ibrahim M.
    Ameerbakhsh, Omair Z.
    Mnati, Mohannad Jabbar
    Al-Shareefi, Nael A.
    Saleh, Abbadullah H.
    [J]. IEEE ACCESS, 2021, 9 : 88535 - 88551
  • [10] A Systematic Review on Smartphone Skin Cancer Apps: Coherent Taxonomy, Motivations, Open Challenges and Recommendations, and New Research Direction
    Yas, Qahtan M.
    Zaidan, A. A.
    Zaidan, B. B.
    Hashim, M.
    Lim, C. K.
    [J]. JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2018, 27 (05)