REAL-TIME BIG EEG DATA PROCESSING WITH CUDA PARALLEL COMPUTING TECHNOLOGY

被引:0
|
作者
Grubov, Vadim [1 ]
Maksimenko, Vladimir [1 ]
Nedaivozov, Vladimir [1 ]
Kirsanov, Daniil [1 ]
机构
[1] Yuri Gagarin State Tech Univ Saratov, Saratov, Russia
关键词
electroencephalogram; multichannel EEG recordings; big data; parallel computing; CUDA technology;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Possibility of parallel computing technology application for big EEG data processing was considered. It was shown, that application of such methods for calculation of time-frequency characteristics of multichannel EEG signals allows real-time evaluation of changes in EEG signal and, therefore, in brain neuronal activity. Possibility of realization of wavelet-based algorithm for detection of characteristic states and changes of states on EEG signals in real time with help of CUDA C library was shown.
引用
收藏
页码:49 / 52
页数:4
相关论文
共 50 条
  • [1] Stream Processing of Multichannel EEG Data Using Parallel Computing Technology with NVIDIA CUDA Graphics Processors
    Grubov, V. V.
    Nedaivozov, V. O.
    TECHNICAL PHYSICS LETTERS, 2018, 44 (05) : 453 - 455
  • [2] Stream Processing of Multichannel EEG Data Using Parallel Computing Technology with NVIDIA CUDA Graphics Processors
    V. V. Grubov
    V. O. Nedaivozov
    Technical Physics Letters, 2018, 44 : 453 - 455
  • [3] Parallel Job Processing Technique for Real-time Big-Data Processing Framework
    Son, Jae Gi
    Kang, Ji-Woo
    An, Jae-Hoon
    Ahn, Hyung-Joo
    Chun, Hyo-Jung
    Kim, Jung-Guk
    2016 RESEARCH IN ADAPTIVE AND CONVERGENT SYSTEMS, 2016, : 226 - 229
  • [4] Real-time intelligent big data processing: technology, platform, and applications
    Tongya Zheng
    Gang Chen
    Xinyu Wang
    Chun Chen
    Xingen Wang
    Sihui Luo
    Science China Information Sciences, 2019, 62
  • [5] Real-time intelligent big data processing: technology, platform, and applications
    Zheng, Tongya
    Chen, Gang
    Wang, Xinyu
    Chen, Chun
    Wang, Xingen
    Luo, Sihui
    SCIENCE CHINA-INFORMATION SCIENCES, 2019, 62 (08)
  • [6] Real-time intelligent big data processing:technology, platform, and applications
    Tongya ZHENG
    Gang CHEN
    Xinyu WANG
    Chun CHEN
    Xingen WANG
    Sihui LUO
    ScienceChina(InformationSciences), 2019, 62 (08) : 102 - 113
  • [7] Virtual technology of cache and real-time big data distribution in cloud computing big data center
    Zheng, Bing
    Zhang, Xiaoying
    Yun, Dawei
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (06) : 8917 - 8925
  • [8] Real-time stream processing for Big Data
    Wingerath, Wolfram
    Gessert, Felix
    Friedrich, Steffen
    Ritter, Norbert
    IT-INFORMATION TECHNOLOGY, 2016, 58 (04): : 186 - 194
  • [9] Real-time processing of streaming big data
    Safaei, Ali A.
    REAL-TIME SYSTEMS, 2017, 53 (01) : 1 - 44
  • [10] Real-time processing of streaming big data
    Ali A. Safaei
    Real-Time Systems, 2017, 53 : 1 - 44