Title :
Robot motion control using Brain Computer Interface
Author :
Upadhyay, R. ; Kankar, P.K. ; Padhy, P.K. ; Gupta, V.K.
Author_Institution :
PDPM Indian Inst. of Inf. Technol. Design & Manuf., Electron. & Commun. Eng., Jabalpur, India
Abstract :
In this work, two dimensional motions of a robot are controlled using brain computer interface. Motor Imagery signals for different mental activities are recorded using electroencephalography technique. Recorded electroencephalogram signals are filtered out for noise reduction and processed. Processed signals are further used to prepare the feature vector to train classifier algorithm. Appropriately trained and tested classifier algorithm is used to translate Electroencephalogram signals to a meaningful command. These commands are the electrical signals which further control the two dimensional motions of robot. For implementing Brain Computer Interface, Electroencephalogram signals are filtered out by Butterworth low pass filter and further preprocessed using Multi-scale Principal Component Analysis algorithm. Support Vector Machine classifier completes classification task.
Keywords :
Butterworth filters; brain-computer interfaces; control engineering computing; electroencephalography; low-pass filters; motion control; principal component analysis; robots; signal classification; signal denoising; support vector machines; Butterworth low pass filter; brain computer interface; classification task; classifier algorithm training; electrical signals; electroencephalogram signals; electroencephalography technique; motor imagery signals; multiscale principal component analysis algorithm; noise reduction; robot motion control; support vector machine classifier; Brain modeling; Electroencephalography; Feature extraction; Principal component analysis; Radio frequency; Robots; Support vector machines; Butterworth filter; Electroencephalogram; Multi-scale Principal Component Analysis; Support Vector Machine;
Conference_Titel :
Control, Automation, Robotics and Embedded Systems (CARE), 2013 International Conference on
Conference_Location :
Jabalpur
DOI :
10.1109/CARE.2013.6733767