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Past, Present, and Future of EEG-Based BCI Applications
Kaido Värbu1, Naveed Muhammad1, Yar Muhammad2
1Institute of Computer Science, University of Tartu, 51009 Tartu, Estonia.
Sensors (Basel, Switzerland)
|May 20, 2022
Summary
Electroencephalography (EEG)-based brain-computer interfaces (BCIs) are advancing medical rehabilitation and enhancing daily life for healthy individuals. This review systematically analyzes EEG-BCI literature from 2009-2019, covering applications, methods, and future directions.
Area of Science:
- Biomedical Engineering
- Neuroscience
- Human-Computer Interaction
Background:
- Electroencephalography (EEG)-based brain-computer interfaces (BCIs) initially aimed to aid patient recovery and reintegration into daily life.
- EEG-BCI applications have expanded significantly into non-medical domains, enhancing efficiency, collaboration, and personal development for healthy individuals.
Purpose of the Study:
- To systematically review EEG-based BCI literature published between 2009 and 2019.
- To analyze the distribution and categorization of research within medical and non-medical domains.
- To review equipment, signal processing methods, current challenges, and future prospects in EEG-BCI.
Main Methods:
- Systematic literature review conducted using PubMed, Web of Science, and Scopus databases.
- Adherence to the PRISMA model for study selection and data extraction.
- Selection of 202 publications based on predefined eligibility criteria.
Main Results:
- Analysis of research trends, categorizing studies within medical (e.g., rehabilitation) and non-medical (e.g., performance enhancement) fields.
- Overview of commonly used EEG equipment and signal processing techniques.
- Identification of key challenges and future opportunities in EEG-BCI development.
Conclusions:
- EEG-BCI technology demonstrates a growing dual impact in both clinical rehabilitation and everyday life enhancement.
- The review highlights the need for continued research into advanced signal processing and user-centered applications.
- Future directions include addressing current limitations and exploring novel BCI functionalities.
Keywords:
brain–computer interface (BCI)electroencephalography (EEG)rehabilitationsystematic literature review
