A Low Power System With EEG Data Reduction for Long-Term Epileptic Seizures Monitoring

被引:6
|
作者
Imtiaz, Syed Anas [1 ]
Iranmanesh, Saam [1 ]
Rodriguez-Villegas, Esther [1 ]
机构
[1] Imperial Coll London, Elect & Elect Engn Dept, Circuits & Syst Grp, London SW7 2AZ, England
来源
IEEE ACCESS | 2019年 / 7卷 / 71195-71208期
基金
欧洲研究理事会;
关键词
Epilepsy; seizure detection; wearables; low-power biomedical system; electroencephalography; ACQUISITION SOC; PERFORMANCE; PROCESSOR; CLASSIFICATION; CONSUMPTION; MANAGEMENT;
D O I
10.1109/ACCESS.2019.2920006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Long-term monitoring of epilepsy patients requires low-power systems that can record and transmit electroencephalogram data over extended periods of time. Since seizure events are rare, long-term monitoring inherently results in large amounts of data that are recorded and hence need to be reduced. This paper presents an ultra-low power integrated circuit implementation of a data reduction algorithm for epilepsy monitoring, specific to seizure events. The algorithm uses line length of the electroencephalogram signals as the key discriminating feature to classify epochs of data as seizure or non-seizure events. It is implemented in AMS 0.18-mu m CMOS technology and its output is connected to a Bluetooth low energy transceiver to wirelessly transmit potential seizure events. All the modules of the algorithm have been implemented on chip to use a small number of clock cycles and remain mostly in an idle mode. The algorithm, on the chip, achieves 50% of data reduction with a sensitivity of 80% for capturing seizure events. The overall power consumption of the chip is measured to be 23 mu W, while the full system with wireless transmission consumes 743 mu W. The results in this paper demonstrate the feasibility of a long-term seizure monitoring system capable of running autonomously for over two weeks.
引用
收藏
页码:71195 / 71208
页数:14
相关论文
共 50 条
  • [31] EVALUATION OF A COMPUTERIZED SYSTEM FOR RECOGNITION EPILEPTIC ACTIVITY DURING LONG-TERM EEG RECORDING
    PIETILA, T
    VAPAAKOSKI, S
    NOUSIAINEN, U
    VARRI, A
    FREY, H
    HAKKINEN, V
    NEUVO, Y
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1994, 90 (06): : 438 - 443
  • [32] 2 CASES OF GLIOBLASTOMA ASSOCIATED WITH ONLY EPILEPTIC SEIZURES FOR A LONG-TERM DURATION-CT AND EEG CONSIDERATIONS
    GONDO, M
    YAMAMOTO, K
    KOBAYASHI, E
    MIHARA, T
    ASAKURA, T
    FOLIA PSYCHIATRICA ET NEUROLOGICA JAPONICA, 1980, 34 (03): : 375 - 375
  • [33] SPIKE EEG ABNORMALITIES IN PATIENTS WITHOUT EPILEPTIC SEIZURES - A CLINICAL AND LONG-TERM FOLLOW-UP-STUDY
    SUNAMI, K
    ENDO, S
    JAPANESE JOURNAL OF PSYCHIATRY AND NEUROLOGY, 1988, 42 (01): : 73 - 80
  • [34] REDUCTION OF EPILEPTIC SEIZURES THROUGH EEG BIOFEEDBACK TRAINING
    SEIFERT, AR
    LUBAR, JF
    BIOLOGICAL PSYCHOLOGY, 1975, 3 (03) : 157 - 184
  • [35] Long-term Scalp Epileptic EEG Quantification with GMA Dynamics
    Ji, Hong
    Hazrati, Mehrnaz Kh.
    Chen, Badong
    Liu, Yonghong
    Keil, Andreas
    Principe, Jose C.
    2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 2892 - 2895
  • [36] Seizures in autoimmune-associated epilepsy: a long-term video-EEG monitoring study
    Fonte, Joana
    Stabile, Andrea
    de Curtis, Marco
    Di Giacomo, Roberta
    Pastori, Chiara
    Didato, Giuseppe
    Andreetta, Francesca
    Del Sole, Angelo
    Doniselli, Fabio
    Deleo, Francesco
    JOURNAL OF NEUROLOGY, 2024, 271 (07) : 4672 - 4679
  • [37] A System for Wireless Power Transfer and Data Communication of Long-Term Bio-Monitoring
    Kilinc, Enver G.
    Baj-Rossi, Camilla
    Ghoreishizadeh, Sara
    Riario, Stefano
    Stradolini, Francesca
    Boero, Cristina
    De Micheli, Giovanni
    Maloberti, Franco
    Carrara, Sandro
    Dehollain, Catherine
    IEEE SENSORS JOURNAL, 2015, 15 (11) : 6559 - 6569
  • [38] A versatile wearable sEMG recording system for long-term epileptic seizure monitoring
    Das, P. Sarati
    Gagnon-Turcotte, G.
    Mascret, Q.
    Assi, E. Bou
    Toffa, D. Hinnoutondji
    Sawan, M.
    Nguyen, D. Khoa
    Gosselin, B.
    2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 7489 - 7492
  • [39] EEG LONG-TERM MONITORING IN DIAGNOSIS OF EPILEPSY
    ZSCHOCKE, S
    ALEXOPOULOS, T
    FORTSCHRITTE DER NEUROLOGIE PSYCHIATRIE, 1984, 52 (12) : 438 - 450
  • [40] EEG ANALYSIS FOR LONG-TERM MONITORING IN THE ICU
    MOBERG, R
    WOODRUFF, C
    IIDA, E
    MESIBOV, S
    PROCEEDINGS OF THE ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, PTS 1-4, 1988, : 1755 - 1756