A Real-Time Approach to Classify EEG Signals for Identifying Prevarication

被引:0
|
作者
Nandhini Kesavan
Narasimhan Renga Raajan
机构
[1] SASTRA University,
来源
关键词
EEG; MLP; Bagging; P300; Classification;
D O I
暂无
中图分类号
学科分类号
摘要
Electroencephalography (EEG) is a recording method which captures brain action. In these frameworks, clients unequivocally control their brain action as opposed to utilizing motor movements to create signals that can be utilized to control computers or specialized gadgets. In this research, classifiers such as multilayer perceptron and bagging are utilized to quantify the exactness and accuracy of the acquired mind information. The percentage of recognition plays a major role as it indicates the person, the ratio he is in synch with viewing and thinking. EEG signal and P300 are used to measure the recordings done in the brain. On comparing the results of EEG and P300, it was found that recognition rate was good with the latter.
引用
收藏
页码:33 / 37
页数:4
相关论文
共 50 条
  • [31] Real-time Feature Extraction for Multi-channel EEG Signals Time-Frequency Analysis
    Zhang, Lei
    2017 8TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2017, : 493 - 496
  • [32] Classify four imagined objects with EEG signals
    Fabio R. Llorella Costa
    Eduardo Iáñez
    José M. Azorín
    Gustavo Patow
    Evolutionary Intelligence, 2022, 15 : 1657 - 1666
  • [33] Recursive approach for real-time blind source separation of acoustic signals
    Ding, SX
    Huang, J
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2003, 2773 : 1455 - 1462
  • [34] Classify four imagined objects with EEG signals
    Costa, Fabio R. Llorella
    Ianez, Eduardo
    Azorin, Jose M.
    Patow, Gustavo
    EVOLUTIONARY INTELLIGENCE, 2022, 15 (03) : 1657 - 1666
  • [35] OPTICAL CORRELATION OF REAL-TIME SIGNALS
    CHANG, M
    MCCRICKARD, JT
    APPLIED OPTICS, 1971, 10 (12) : 2784 - +
  • [36] Real-time removal of ocular artifacts from EEG signals using ICA and manifold algorithm
    Gao, Junfeng
    Zheng, Chongxun
    Wang, Pei
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2010, 44 (02): : 113 - 118
  • [37] Real Time Analysis of EEG Signals on Android Application
    Prabhakara, M.
    Kulkarni, Vaishali
    2014 INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRONICS, COMPUTERS AND COMMUNICATIONS (ICAECC), 2014,
  • [38] An enhanced motor imagery EEG signals prediction system in real-time based on delta rhythm
    Abenna, Said
    Nahid, Mohammed
    Bouyghf, Hamid
    Ouacha, Brahim
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2023, 79
  • [39] Real-Time Emotion Recognition for EEG Signals Recollected from Online Poker Game Participants
    Torres, Edgar P.
    Torres, Edgar A.
    Hernandez-Alvarez, Myriam
    Yoo, Sang Guun
    ADVANCES IN ARTIFICIAL INTELLIGENCE, SOFTWARE AND SYSTEMS ENGINEERING (AHFE 2021), 2021, 271 : 236 - 241
  • [40] Real-Time Detection of Nocturnal Hypoglycemia in Children with Type 1 Diabetes Using EEG Signals
    Nguyen, Hung T.
    Jones, Timothy W.
    DIABETES, 2010, 59 : A139 - A139