TY - GEN
T1 - eSeiz 2.0
T2 - 20th OITS International Conference on Information Technology, OCIT 2022
AU - Sayeed, Md Abu
AU - Nasrin, Fatahia
AU - Mohanty, Saraju P.
AU - Kougianos, Elias
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Epilepsy is a neurological disorder marked by recurrent seizures. At least 3 million Americans and 1% of the global population have epilepsy, requiring a low-latency seizure detection system necessary for effective epilepsy treatment. In this paper, a pulse exclusion mechanism (PEM) based novel seizure detection system has been presented in the internet of medical things (IoMT), which uses a PEM to eliminate unnecessary features or channels and allocate desired pulses in a time frame. An optimized deep neural network (DNN) algorithm is used for feature classification. The proposed approach has been evaluated using CHB-MIT Scalp database. The results of the experiments indicate that the proposed eSeiz 2.0 offers a high specificity of 100% and a low latency of 1.05 sec, which can be useful for wearable biomedical applications as well as real-world epilepsy treatment.
AB - Epilepsy is a neurological disorder marked by recurrent seizures. At least 3 million Americans and 1% of the global population have epilepsy, requiring a low-latency seizure detection system necessary for effective epilepsy treatment. In this paper, a pulse exclusion mechanism (PEM) based novel seizure detection system has been presented in the internet of medical things (IoMT), which uses a PEM to eliminate unnecessary features or channels and allocate desired pulses in a time frame. An optimized deep neural network (DNN) algorithm is used for feature classification. The proposed approach has been evaluated using CHB-MIT Scalp database. The results of the experiments indicate that the proposed eSeiz 2.0 offers a high specificity of 100% and a low latency of 1.05 sec, which can be useful for wearable biomedical applications as well as real-world epilepsy treatment.
KW - Epilepsy
KW - Feature Extraction
KW - Internet of Things (IoT)
KW - Low Latency System
KW - Pulse Exclusion Mechanism (PEM)
UR - http://www.scopus.com/inward/record.url?scp=85150226855&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85150226855&partnerID=8YFLogxK
U2 - 10.1109/OCIT56763.2022.00030
DO - 10.1109/OCIT56763.2022.00030
M3 - Conference contribution
AN - SCOPUS:85150226855
T3 - Proceedings - 2022 OITS International Conference on Information Technology, OCIT 2022
SP - 108
EP - 112
BT - Proceedings - 2022 OITS International Conference on Information Technology, OCIT 2022
Y2 - 14 December 2022 through 16 December 2022
ER -