Brain-Computer Interface for Control of Wheelchair Using Fuzzy Neural Networks
Joint Authors
Abiyev, Rahib H.
Akkaya, Nurullah
Aytac, Ersin
Günsel, Irfan
Çağman, Ahmet
Source
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-09-29
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
The design of brain-computer interface for the wheelchair for physically disabled people is presented.
The design of the proposed system is based on receiving, processing, and classification of the electroencephalographic (EEG) signals and then performing the control of the wheelchair.
The number of experimental measurements of brain activity has been done using human control commands of the wheelchair.
Based on the mental activity of the user and the control commands of the wheelchair, the design of classification system based on fuzzy neural networks (FNN) is considered.
The design of FNN based algorithm is used for brain-actuated control.
The training data is used to design the system and then test data is applied to measure the performance of the control system.
The control of the wheelchair is performed under real conditions using direction and speed control commands of the wheelchair.
The approach used in the paper allows reducing the probability of misclassification and improving the control accuracy of the wheelchair.
American Psychological Association (APA)
Abiyev, Rahib H.& Akkaya, Nurullah& Aytac, Ersin& Günsel, Irfan& Çağman, Ahmet. 2016. Brain-Computer Interface for Control of Wheelchair Using Fuzzy Neural Networks. BioMed Research International،Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1099285
Modern Language Association (MLA)
Abiyev, Rahib H.…[et al.]. Brain-Computer Interface for Control of Wheelchair Using Fuzzy Neural Networks. BioMed Research International No. 2016 (2016), pp.1-9.
https://search.emarefa.net/detail/BIM-1099285
American Medical Association (AMA)
Abiyev, Rahib H.& Akkaya, Nurullah& Aytac, Ersin& Günsel, Irfan& Çağman, Ahmet. Brain-Computer Interface for Control of Wheelchair Using Fuzzy Neural Networks. BioMed Research International. 2016. Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1099285
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099285