Micro Robot Control by Use of Electroencephalograms from Right Frontal Area

被引:15
作者
Yamanoi, Takahiro [1 ]
Toyoshima, Hisashi [2 ]
Yamazaki, Toshimasa [3 ]
Ohnishi, Shin-ichi [1 ]
Sugeno, Michio [4 ]
Sanchez, Elie [5 ]
机构
[1] Hokkai Gakuen Univ, Div Elect & Informat Engn, Chuo Ku, W11-1-1,S26, Sapporo, Hokkaido 0640926, Japan
[2] Japan Tech Software, Sapporo, Hokkaido 0010021, Japan
[3] Kyushu Inst Technol, Dept Biosci & Bioinformat, Iizuka, Fukuoka 8208502, Japan
[4] Doshisha Univ, Fac Informat Sci, Kyoto 6100394, Japan
[5] Aix Marseille Univ, Fac Med, LIF, F-13385 Marseille 5, France
关键词
electroencephalogram; directional symbol; mental translation; discriminant analysis; brain machine interface and micro robot control;
D O I
10.20965/jaciii.2009.p0068
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to develop a brain machine interface, the authors have investigated the brain activity during human recognition of characters and symbols representing directional meaning. They have recorded electroencephalograms (EEGs) from subjects viewing four types of Kanji (Chinese characters being used currently in the Japanese language) and arrows that were presented on a CRT. Each of the four characters or symbols denoted direction for upward, downward, leftward and rightward, respectively. Subjects were asked to read the characters or symbols, silently. EEGs were averaged for each stimulus type and direction, and event related potentials (ERPs) were obtained. The equivalent current dipole source localization (ECDL) method has been applied to these ERPs. In both cases, equivalent current dipoles (ECDs) were localized to areas related to the working memory for spatial perception, such as the right upper or the right middle frontal areas. Taking into account these facts, the authors have investigated a single trial EEGs of the subject precisely after the latency at 400 ms, and it was determined effective sampling latencies for the discriminant analysis to four types of arrow: up arrow, down arrow, <- and ->. EEG data have been sampled at latency from 400 ms to 900 ms at 25 ms interval by the three channels in the right upper and the right middle frontal gyri. Results of the discriminant analysis for four type objective variates, presented discriminant rates were above 80%. By four type code of infrared rays according to the discrimination results from a PC, the authors have controlled a micro robot, the e-puck, with four orders: forward, rotate clockwise, rotate counter-clockwise and stop.
引用
收藏
页码:68 / 75
页数:8
相关论文
共 9 条
[1]  
Geschwind, 1987, GENETICAL THEORY NAT
[2]  
McCarthy RA, 1990, COGNITIVE NEUROPSYCH
[3]   Visual word recognition: the first half second [J].
Pammer, K ;
Hansen, PC ;
Kringelbach, ML ;
Holliday, I ;
Barnes, G ;
Hillebrand, A ;
Singh, KD ;
Cornelissen, PL .
NEUROIMAGE, 2004, 22 (04) :1819-1825
[4]  
Yamanoi T., 2008, 5 INT C COMP INT ROB, P79
[5]  
Yamanoi T., 2007, ENG RES B GRADUATE S, P43
[6]  
Yamanoi T., 2004, P 19 S BIOL PHYS ENG, P271
[7]  
Yamanoi T., 2006, MODERN INFORM PROCES, V2006, P407
[8]  
Yamanoi T, 2007, ISCIII '07: 3RD INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, PROCEEDINGS, P195
[9]  
Yamazaki T., 2001, RES ADV BIOMEDICAL E, V2, P97