SCALO: An Accelerator-Rich Distributed System for Scalable Brain-Computer Interfacing

被引:4
|
作者
Sriram, Karthik [1 ,2 ]
Pothukuchi, Raghavendra Pradyumna [1 ]
Gerasimiuk, Michal [1 ]
Ugur, Muhammed [1 ]
Ye, Oliver [1 ]
Manohar, Rajit [1 ]
Khandelwal, Anurag [1 ]
Bhattacharjee, Abhishek [1 ]
机构
[1] Yale Univ, New Haven, CT 06520 USA
[2] SCALO, Wroclaw, Poland
来源
PROCEEDINGS OF THE 2023 THE 50TH ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE, ISCA 2023 | 2023年
关键词
Brain-Computer Interfaces; BCI; HardwareAccelerators; Low Power; ACTION-POTENTIALS; SIGNAL; COMMUNICATION; OPTIMIZATION; STIMULATION; RECORDINGS; SEIZURES; PROGRESS; EPILEPSY; NEURONS;
D O I
10.1145/3579371.3589107
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
SCALO is the first distributed brain-computer interface (BCI) consisting of multiple wireless-networked implants placed on different brain regions. SCALO unlocks new treatment options for debilitating neurological disorders and new research into brain-wide network behavior. Achieving the fast and low-power communication necessary for real-time processing has historically restricted BCIs to single brain sites. SCALO also adheres to tight power constraints, but enables fast distributed processing. Central to SCALO's efficiency is its realization as a full stack distributed system of brain implants with accelerator-rich compute. SCALO balances modular system layering with aggressive cross-layer hardware-software co-design to integrate compute, networking, and storage. The result is a lesson in designing energy-efficient networked distributed systems with hardware accelerators from the ground up.
引用
收藏
页码:1006 / 1025
页数:20
相关论文
共 50 条
  • [31] Enhancing poststroke hand movement recovery: Efficacy of RehabSwift, a personalized brain-computer interface system
    Darvishi, Sam
    Gupta, Anupam Datta
    Hamilton-Bruce, Anne
    Koblar, Simon
    Baumert, Mathias
    Abbott, Derek
    PNAS NEXUS, 2024, 3 (07):
  • [32] A dry EEG-system for scientific research and brain-computer interfaces
    Zander, Thorsten Oliver
    Lehne, Moritz
    Ihme, Klas
    Jatzev, Sabine
    Correia, Joao
    Kothe, Christian
    Picht, Bernd
    Nijboer, Femke
    FRONTIERS IN NEUROSCIENCE, 2011, 5
  • [33] Classification of selective attention to auditory stimuli: Toward vision-free brain-computer interfacing
    Kim, Do-Won
    Hwang, Han-Jeong
    Lim, Jeong-Hwan
    Lee, Yong-Ho
    Jung, Ki-Young
    Im, Chang-Hwan
    JOURNAL OF NEUROSCIENCE METHODS, 2011, 197 (01) : 180 - 185
  • [34] Robust Averaging of Covariance Matrices by Riemannian Geometry for Motor-Imagery Brain-Computer Interfacing
    Uehara, Takashi
    Tanaka, Toshihisa
    Fiori, Simone
    ADVANCES IN COGNITIVE NEURODYNAMICS (V), 2016, : 347 - 353
  • [35] Democratizing EEG: Embedding Electroencephalography in a Head-Mounted Display for Ubiquitous Brain-Computer Interfacing
    Niforatos, Evangelos
    He, Tianhao
    Vourvopoulos, Athanasios
    Giannakos, Michail
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2024,
  • [36] Evaluation of a Compact Hybrid Brain-Computer Interface System
    Shin, Jaeyoung
    Mueller, Klaus-Robert
    Schmitz, Christoph H.
    Kim, Do-Won
    Hwang, Han-Jeong
    BIOMED RESEARCH INTERNATIONAL, 2017, 2017
  • [37] Brain-Computer Interface after Nervous System Injury
    Burns, Alexis
    Adeli, Hojjat
    Buford, John A.
    NEUROSCIENTIST, 2014, 20 (06) : 639 - 651
  • [38] Brain-Computer Interface Controlled Functional Electrical Stimulation System for Ankle Movement
    Do, An H.
    Wang, Po T.
    King, Christine E.
    Abiri, Ahmad
    Nenadic, Zoran
    JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2011, 8
  • [39] Mutual Information-Based Electrode Selection Extended With Prior Knowledge For Use in Brain-Computer Interfacing
    Moermans, Ruben
    Wittevrongel, Benjamin
    Van Hulle, Marc M.
    PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2018, : 2639 - 2644
  • [40] An auditory oddball (P300) spelling system for brain-computer interfaces
    Furdea, A.
    Halder, S.
    Krusienski, D. J.
    Bross, D.
    Nijboer, F.
    Birbaumer, N.
    Kuebler, A.
    PSYCHOPHYSIOLOGY, 2009, 46 (03) : 617 - 625