公开(公告)号：US20240298974A1

公开(公告)日：2024-09-12

申请号：US18430270

申请日：2024-02-01

申请人： THE UAB RESEARCH FOUNDATION ,  The Board of Regents of the University of Texas System

发明人： Adeel Ilyas ,  Sandipan Bankim Behari Pati

IPC分类号： A61B5/00 ,  A61B5/293 ,  A61B5/374 ,  G16H10/60 ,  G16H50/70

CPC分类号： A61B5/7275 ,  A61B5/374 ,  A61B5/4094 ,  A61B5/7257 ,  A61B5/7267 ,  A61B5/746 ,  G16H10/60 ,  G16H50/70 ,  A61B5/293

摘要： The present disclosure describes various embodiments of systems, apparatuses, and methods for predicting an onset of a seizure by identifying a pro-octal state in advance of the seizure, potentially hours prior to seizure onset. One such method comprise acquiring, by a computing device, electroencephalography (EEG)-based features from brain activity electrical recordings of an individual; inputting, by the computing device, the EEG-based features into a deep neural network-based classifier; classifying, by the computing device using the deep neural network-based classifier, the EEG-based features to a real-valued principal dimension; and/or based on a value of the real-valued principal dimension, generating, by the computing device, a prediction of a seizure onset pro-ictal event.