TY - GEN
T1 - Markov Switching Process Monitoring Brain Wave Movement in Autism Children
AU - Riefky, Muhammad
AU - Purnami, Santi Wulan
AU - Iriawan, Nur
AU - Islamiyah, Wardah Rahmatul
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The brain is one of the most important and complex organs in the human body which controls all the activities of the organs, and daily activities, and plays a role in determining emotions. If there is interference in the brain, control of the body's activities will be disrupted. Therefore, a tool is needed, namely the electroencephalograph (EEG) which plays a role in detecting brain wave movements. This study aims to detect patterns of brain wave movement in children with autism accompanied by seizures to monitor their activities. Using the Nihon Kohden application, Channel 5 (T5 - Cz) data as part of the T lobe brain, was used in this study. This data indicated stationary but non-linear pattern. Using the Markov switching process monitoring (MSPM) method, the ARL value for regime 1 (defined as abnormal brain wave movements) is 45.91 milliseconds which is greater than the ARL for regime 2 (defined as normal brain wave movements) is 26.91 milliseconds, so autism children have abnormal brain wave movements in the temporal lobe brain.
AB - The brain is one of the most important and complex organs in the human body which controls all the activities of the organs, and daily activities, and plays a role in determining emotions. If there is interference in the brain, control of the body's activities will be disrupted. Therefore, a tool is needed, namely the electroencephalograph (EEG) which plays a role in detecting brain wave movements. This study aims to detect patterns of brain wave movement in children with autism accompanied by seizures to monitor their activities. Using the Nihon Kohden application, Channel 5 (T5 - Cz) data as part of the T lobe brain, was used in this study. This data indicated stationary but non-linear pattern. Using the Markov switching process monitoring (MSPM) method, the ARL value for regime 1 (defined as abnormal brain wave movements) is 45.91 milliseconds which is greater than the ARL for regime 2 (defined as normal brain wave movements) is 26.91 milliseconds, so autism children have abnormal brain wave movements in the temporal lobe brain.
KW - Autism
KW - Brain Wave
KW - Children
KW - EEG
KW - MSPM
UR - http://www.scopus.com/inward/record.url?scp=85167400751&partnerID=8YFLogxK
U2 - 10.1109/ISMODE56940.2022.10180978
DO - 10.1109/ISMODE56940.2022.10180978
M3 - Conference contribution
AN - SCOPUS:85167400751
T3 - Proceedings - ISMODE 2022: 2nd International Seminar on Machine Learning, Optimization, and Data Science
SP - 103
EP - 108
BT - Proceedings - ISMODE 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Seminar on Machine Learning, Optimization, and Data Science, ISMODE 2022
Y2 - 22 December 2022 through 23 December 2022
ER -