Analysis of brain signal processing and real-time EEG signal enhancement

被引:6
|
作者
Sharma, Prakash Chandra [1 ]
Raja, Rohit [2 ]
Vishwakarma, Santosh Kumar [1 ]
Sharma, Sanjiv [3 ]
Mishra, Pankaj Kumar [4 ]
Kushwah, Vivek Singh [4 ]
机构
[1] Manipal Univ Jaipur, Sch Comp & Informat Technol, Jaipur, Rajasthan, India
[2] Central Univ, Guru Ghasidas Vishwavidyalaya, Bilaspur, India
[3] Madhav Inst Sci & Technol, Gwalior, India
[4] Amity Univ, Amity Sch Engn & Technol, Gwalior, India
关键词
Brain-computer Interface; EEG signals; Epileptic seizures; Gaussian mix-model; Authoritative connection examination; ARTIFACT REMOVAL; FEATURE-EXTRACTION; AUTOMATIC REMOVAL; BLIND SEPARATION; MUSCLE ARTIFACT; NEURAL-NETWORK; EYE-MOVEMENT; HUMAN HEAD; LOCALIZATION; CLASSIFICATION;
D O I
10.1007/s11042-022-12887-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cerebrum signals can be acquired and broken down with various techniques, as represented in the paper. Electroencephalogram (EEG) signals are damaged by various conventional i.e. signals related to muscle action, eye development, and body movement, which have non-cerebral inception. The outcomes of such traditions are superior to that of the cerebrum's electrical movement, so they cover the cortical signs of interest and bring a one-sided investigation. A few visually impaired source partition techniques have been created to expel ancient rarities from the EEG accounts. The iterative procedure for estimating detachment inside multichannel chronicles is computationally immovable in all cases. The curiosity segments require a tedious disconnected procedure except physically. The proposed work gives a curio expulsion calculation that depends on the authoritative connection examination (CCA) and Gaussian Mix-Model (GMM) to expand the nature of signs of EEG. In particular, EEG signs can be investigated utilizing various techniques, proposing a mix of strategies ideal for simplicity of automated examination and conclusion of epileptic seizures.
引用
收藏
页码:41013 / 41033
页数:21
相关论文
共 50 条
  • [41] Lessons Learned: Teaching Real-Time Signal Processing
    Wicks, Cathy
    IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (06) : 181 - 185
  • [42] TOOLS FOR REAL-TIME SIGNAL-PROCESSING RESEARCH
    SNYDER, JH
    QUACKENBUSH, SR
    MELCHNER, MJ
    KAPILOW, DA
    IEEE COMMUNICATIONS MAGAZINE, 1993, 31 (11) : 64 - 74
  • [43] Signal processing aspects of real-time DNA microarrays
    Vikalo, H.
    Hassibi, B.
    Hassibi, A.
    2007 2ND IEEE INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING, 2007, : 217 - +
  • [44] COSMIC: a real-time platform for signal processing pipelines
    Ferreira, Florian
    Bernard, Julien
    Sevin, Arnaud
    Doucet, Nicolas
    Gratadour, Damien
    2022 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS), 2022, : 37 - 42
  • [45] pyNeurode: a real-time neural signal processing framework
    Tam, Wing-Kin
    Nolan, Matthew F.
    2022 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS 22), 2022, : 1943 - 1947
  • [46] Real-time signal processing in particle image velocimetry
    McCluskey, DR
    Hayes, E
    THREE-DIMENSIONAL VELOCITY AND VORTICITY MEASURING AND IMAGE ANALYSIS TECHNIQUES, 1996, 4 : 93 - 112
  • [47] Digital signal processing in a real-time propagation simulator
    Kahrs, M
    Zimmer, C
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2006, 55 (01) : 197 - 205
  • [48] Perfect Dispersive Medium for Real-Time Signal Processing
    Gupta, Shulabh
    Caloz, Christophe
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2016, 64 (12) : 5299 - 5308
  • [49] Real-time digital signal processing in the undergraduate curriculum
    Abdel-Qader, IM
    Bazuin, BJ
    Mousavinezhad, HS
    Patrick, JK
    IEEE TRANSACTIONS ON EDUCATION, 2003, 46 (01) : 95 - 101
  • [50] Novel software for real-time processing of phonocardiographic signal
    Sakari, L
    Kari, S
    Anna-Leena, N
    Anna, A
    Raimo, S
    PROCEEDINGS OF THE 19TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 19, PTS 1-6: MAGNIFICENT MILESTONES AND EMERGING OPPORTUNITIES IN MEDICAL ENGINEERING, 1997, 19 : 1455 - 1457