TY - JOUR
T1 - Cognitive skill enhancement system using neuro-feedback for ADHD patients
AU - Khan, Muhammad Usman Ghani
AU - Naz, Zubaira
AU - Khan, Javeria
AU - Saba, Tanzila
AU - Abunadi, Ibrahim
AU - Rehman, Amjad
AU - Tariq, Usman
N1 - Publisher Copyright:
© 2021 Tech Science Press. All rights reserved.
PY - 2021/4/13
Y1 - 2021/4/13
N2 - The National Health Interview Survey (NHIS) shows that there are 13.2% of children at the age of 11 to 17 who are suffering from Attention Deficit Hyperactivity Disorder (ADHD), globally. The treatment methods for ADHD are either psycho-stimulant medications or cognitive therapy. These traditional methods, namely therapy, need a large number of visits to hospitals and include medication. Neurogames could be used for the effective treatment of ADHD. It could be a helpful tool in improving children and ADHD patients' cognitive skills by using Brain-Computer Interfaces (BCI). BCI enables the user to interact with the computer through brain activity using Electroencephalography (EEG), which can be used to control different computer applications by processing acquired brain signals. This paper proposes a system based on neurofeedback that can improve cognitive skills such as attention level, mediation level, and spatial memory. The proposed systemconsists of a puzzle gamewhere its complexity increases with each level. EEG signals were acquired using the Neurosky headset; then sent the signals to the designed gaming environment. This neurofeedback system was tested on 10 different subjects, and their performance was calculated using different evaluation measures. The results show that this game improves player overall performance from 74% to 98% by playing each game level.
AB - The National Health Interview Survey (NHIS) shows that there are 13.2% of children at the age of 11 to 17 who are suffering from Attention Deficit Hyperactivity Disorder (ADHD), globally. The treatment methods for ADHD are either psycho-stimulant medications or cognitive therapy. These traditional methods, namely therapy, need a large number of visits to hospitals and include medication. Neurogames could be used for the effective treatment of ADHD. It could be a helpful tool in improving children and ADHD patients' cognitive skills by using Brain-Computer Interfaces (BCI). BCI enables the user to interact with the computer through brain activity using Electroencephalography (EEG), which can be used to control different computer applications by processing acquired brain signals. This paper proposes a system based on neurofeedback that can improve cognitive skills such as attention level, mediation level, and spatial memory. The proposed systemconsists of a puzzle gamewhere its complexity increases with each level. EEG signals were acquired using the Neurosky headset; then sent the signals to the designed gaming environment. This neurofeedback system was tested on 10 different subjects, and their performance was calculated using different evaluation measures. The results show that this game improves player overall performance from 74% to 98% by playing each game level.
KW - Attention deficit hyperactivity disorder
KW - Attention level
KW - Brain-computer interface
KW - Cognitive skills
KW - Electroencephalography
KW - Neurogaming
KW - Spatial memory
UR - http://www.scopus.com/inward/record.url?scp=85104893174&partnerID=8YFLogxK
U2 - 10.32604/cmc.2021.014550
DO - 10.32604/cmc.2021.014550
M3 - Article
AN - SCOPUS:85104893174
SN - 1546-2218
VL - 68
SP - 2363
EP - 2376
JO - Computers, Materials and Continua
JF - Computers, Materials and Continua
IS - 2
ER -