DocumentCode
2076275
Title
Motor imagery EEG-based online control system for upper artificial limb
Author
Sun, Aiqin ; Fan, Binghui ; Jia, Chaochuan
Author_Institution
Sch. of Mech. & Electron. Eng., Shandong Univ. of Sci. & Technol., Qingdao, China
fYear
2011
fDate
16-18 Dec. 2011
Firstpage
1646
Lastpage
1649
Abstract
For the characters of EEG signal due to motor imagery, six motor imagery tasks are planned and the methods of common spatial pattern (CSP) feature extraction and probabilistic neural network (PNN) classification of EEG signal are studied. And an online control system for upper limb prosthesis based on motor imagery EEG is realized, which consists of the brain computer interface (BCI) unit, the motion controller and the objective orientation module. Online tests show that six assigned movements can be finished successfully by the artificial limb and the operation of moving to the random position by synchronized motion of each joint can be controlled. As a result, a new idea is provided for designing the online robot control system based on EEG, which can further promote the development and application of EEG control technology in the field of rehabilitative and service robot.
Keywords
artificial limbs; biomedical communication; brain-computer interfaces; electroencephalography; feature extraction; medical robotics; medical signal processing; BCI unit; EEG control technology; EEG signal; artificial limb; brain computer interface unit; common spatial pattern feature extraction; motion controller; motor imagery EEG-based online control system; objective orientation module; online robot control system; online testing; probabilistic neural network classification; rehabilitative robot; service robot; synchronized motion; upper artificial limb; upper limb prosthesis; Artificial limbs; Brain computer interfaces; Control systems; Educational institutions; Electroencephalography; Feature extraction; Robots; Artificial limb; Brain computer interface (BCI); Common spatial pattern (CSP); EEG; Motor imagery;
fLanguage
English
Publisher
ieee
Conference_Titel
Transportation, Mechanical, and Electrical Engineering (TMEE), 2011 International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4577-1700-0
Type
conf
DOI
10.1109/TMEE.2011.6199526
Filename
6199526
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