Seizure detection using the wristband accelerometer, gyroscope, and surface electromyogram signals based on in-hospital and out-of-hospital dataset

• Published in: Seizure (London, England) Vol. 127; pp. 127 - 134
• Main Authors: Wang, Guangming, Yan, Hao, Li, Wen, Sheng, Duozheng, Ren, Liankun, Wang, Qun, Zhang, Hua, Zhang, Guojun, Yu, Tao, Wang, Gang
• Format: Journal Article
• Language: English
• Published: England Elsevier Ltd 01.04.2025
• Subjects: Accelerometer; Accelerometry - instrumentation; Accelerometry - methods; Adult; Algorithms; Electromyography - methods; Female; Generalized tonic-clonic seizure; Gyroscope; Humans; Male; Middle Aged; Outpatients; Seizures - diagnosis; Seizures - physiopathology; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Surface electromyography; Wearable Electronic Devices; Wrist; Wristband device; Young Adult; Accelerometer; Wristband device; Gyroscope; Surface electromyography; Generalized tonic-clonic seizure

•45 inpatients and 30 out-of-hospital healthy subjects were recruited in this experiment and the wristband physiological signals were acquired with a total time of 3367.3 h and 60 GTCS.•The present study represents the first attempt using the wristband ACC, GYRO and sEMG signals to assess the perfor...