Towards real-time in-implant epileptic seizure prediction

被引:0
|
作者
Aziz, Joseph N. Y. [1 ]
Karakiewiez, Rafal [1 ]
Genov, Roman [1 ]
Bardakjian, Berj L. [1 ]
Derchansky, Miron [2 ]
Carlen, Peter L. [2 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
[2] Univ Toronto, Toronto Western Hosp, Krembil Neurosci Ctr, Dept Physiol & Med, Toronto, ON M5S 1A1, Canada
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present an architecture of an epileptic seizure prediction system suitable for an implantable implementation. The microsystem comprises a neural interface, a spectral analysis processor and an artificial neural network (ANN). The neural interface and the spectral analysis processor have been prototyped in a 0.35 mu m CNOS technology with experimental results are presented. The wavelet-based artificial neural network predicts the onsets of seizure up to two minutes before their occurrence in an in-vitro epilepsy model using a mouse hippocampal brain slice with recurrent spontaneous seizures.
引用
收藏
页码:5307 / +
页数:2
相关论文
共 50 条
  • [1] Towards Memristive Deep Learning Systems for Real-time Mobile Epileptic Seizure Prediction
    Lammie, Corey
    Xiang, Wei
    Azghadi, Mostafa Rahimi
    [J]. 2021 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2021,
  • [2] FPGA based real-time epileptic seizure prediction system
    Cosgun, Ercan
    Celebi, Anil
    [J]. BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2021, 41 (01) : 278 - 292
  • [3] Shorter latency of real-time epileptic seizure detection via probabilistic prediction
    Xu, Yankun
    Yang, Jie
    Ming, Wenjie
    Wang, Shuang
    Sawan, Mohamad
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2024, 236
  • [4] Real-Time Epileptic Seizure Detection Using EEG
    Vidyaratne, Lasitha S.
    Iftekharuddin, Khan M.
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2017, 25 (11) : 2146 - 2156
  • [5] Real-Time Epileptic Seizure Prediction Using AR Models and Support Vector Machines
    Chisci, Luigi
    Mavino, Antonio
    Perferi, Guido
    Sciandrone, Marco
    Anile, Carmelo
    Colicchio, Gabriella
    Fuggetta, Filomena
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2010, 57 (05) : 1124 - 1132
  • [6] Real-time epileptic seizure prediction at Centro Hospitalar e Universitario de Coimbra
    Teixeira, Cesar
    Direito, Bruno
    Bandarabadi, Mojtaba
    Grebe, Hans Peter
    Sa, Francisca
    Sales, Francisco
    Dourado, Antonio
    [J]. 2013 2ND EXPERIMENT@ INTERNATIONAL CONFERENCE (EXP.AT'13), 2013, : 196 - 198
  • [7] Real-time epileptic seizure prediction based on online monitoring of pre-ictal features
    Sadeghzadeh, Hoda
    Hosseini-Nejad, Hossein
    Salehi, Sina
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2019, 57 (11) : 2461 - 2469
  • [8] Real-time epileptic seizure prediction based on online monitoring of pre-ictal features
    Hoda Sadeghzadeh
    Hossein Hosseini-Nejad
    Sina Salehi
    [J]. Medical & Biological Engineering & Computing, 2019, 57 : 2461 - 2469
  • [9] A Hardware Implementation of Real-Time Epileptic Seizure Detector on FPGA
    Chen, Tsan-Jieh
    Jeng, Chi
    Chang, Shun-Ting
    Chiueh, Herming
    Liang, Sheng-Fu
    Hsu, Yu-Cheng
    Chien, Tzu-Chieh
    [J]. 2011 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS), 2011, : 25 - 28
  • [10] Personalized Real-Time Federated Learning for Epileptic Seizure Detection
    Baghersalimi, Saleh
    Teijeiro, Tomas
    Atienza, David
    Aminifar, Amir
    [J]. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, 26 (02) : 898 - 909