A Seizure-Based Power Reduction SoC for Wearable EEG in Epilepsy

被引:7
作者
Iranmanesh, Saam [1 ]
Raikos, George [2 ]
Imtiaz, Syed Anas [1 ]
Rodriguez-Villegas, Esther [1 ]
机构
[1] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England
[2] Power Integrat Ltd, Cambridge, England
来源
IEEE ACCESS | 2019年 / 7卷
基金
欧洲研究理事会;
关键词
Seizure; epilepsy; electroencephalography (EEG); System-on-Chip (SoC); seizure detection; ELECTROENCEPHALOGRAPHY; CONSUMPTION; DETECTOR; FILTER;
D O I
10.1109/ACCESS.2019.2948231
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Epilepsy is one of the most common serious brain disorders affecting of the world population. Epileptic seizure events are caused by abnormal excessive neuronal activity in the brain, which may be associated with behavioural changes that severely affect the patients quality of life. These events are manifested as abnormal activity in electroencephalography (EEG) recordings of individuals with epilepsy. This paper presents the on-chip implementation of an algorithm that, operating on the principle of data selection applied to seizures, would be able to reduce the power consumption of EEG devices, and consequently their size, thereby significantly increasing their usability. In order to reduce the power consumed by the on-chip implementation of the algorithm, mathematical approximations have been carried out to allow for an analog implementation, resulting in the power consumed by the system to be negligible in comparison to other blocks in an EEG device. The system has been fabricated in a CMOS process, consumes from a 1.25 V supply and achieves a sensitivity of 98.5% while only selecting 52.5% of the EEG data for transmission.
引用
收藏
页码:151682 / 151691
页数:10
相关论文
共 34 条
  • [1] Altaf M., 2016, IEEE T BIOMED CIRC S, V10, P49
  • [2] [Anonymous], 2015, 606012262012 IEC
  • [3] Fully integrated signal conditioning of an accelerometer for implantable pacemakers
    Arnaud, Alfredo
    Galup-Montoro, Carlos
    [J]. ANALOG INTEGRATED CIRCUITS AND SIGNAL PROCESSING, 2006, 49 (03) : 313 - 321
  • [4] A 16-Channel Patient-Specific Seizure Onset and Termination Detection SoC With Impedance-Adaptive Transcranial Electrical Stimulator
    Bin Altaf, Muhammad Awais
    Zhang, Chen
    Yoo, Jerald
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2015, 50 (11) : 2728 - 2740
  • [5] Epilepsy needs revisited: a revised epilepsy needs document for the UK
    Brown, S
    Betts, T
    Crawford, P
    Hall, B
    Shorvon, S
    Wallace, S
    [J]. SEIZURE-EUROPEAN JOURNAL OF EPILEPSY, 1998, 7 (06): : 435 - 446
  • [6] Wearable Electroencephalography What Is It, Why Is It Needed, and What Does It Entail?
    Casson, Alexander J.
    Yates, David C.
    Smith, Shelagh J. M.
    Duncan, John S.
    Rodriguez-Villegas, Esther
    [J]. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2010, 29 (03): : 44 - 56
  • [7] A Fully Integrated 8-Channel Closed-Loop Neural-Prosthetic CMOS SoC for Real-Time Epileptic Seizure Control
    Chen, Wei-Ming
    Chiueh, Herming
    Chen, Tsan-Jieh
    Ho, Chia-Lun
    Jeng, Chi
    Ker, Ming-Dou
    Lin, Chun-Yu
    Huang, Ya-Chun
    Chou, Chia-Wei
    Fan, Tsun-Yuan
    Cheng, Ming-Seng
    Hsin, Yue-Loong
    Liang, Sheng-Fu
    Wang, Yu-Lin
    Shaw, Fu-Zen
    Huang, Yu-Hsing
    Yang, Chia-Hsiang
    Wu, Chung-Yu
    [J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2014, 49 (01) : 232 - 247
  • [8] Canonical correlation analysis applied to remove muscle artifacts from the electroencephalogram
    De Clercq, Wim
    Vergult, Anneleen
    Vanrumste, Bart
    Van Paesschen, Wim
    Van Huffel, Sabine
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (12) : 2583 - 2587
  • [9] A fully parallel CMOS analog median filter
    Díaz-Sánchez, A
    Ramírez-Angulo, J
    Lopez-Martin, A
    Sánchez-Sinencio, E
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2004, 51 (03) : 116 - 123
  • [10] Low-Power, 8-Channel EEG Recorder and Seizure Detector ASIC for a Subdermal Implantable System
    Do Valle, Bruno G.
    Cash, Sydney S.
    Sodini, Charles G.
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2016, 10 (06) : 1058 - 1067