Title :
Revisit: pattern recognition of Mu-rhythm using autoregressive and linier classifier
Author :
Darmakusuma, Reza ; Prihatmanto, Ary S. ; Indrayanto, Adi ; Mengko, Tati L.
Author_Institution :
Sch. of Electr. Enginering & Inf., Inst. Teknol. Bandung, Bandung, Indonesia
Abstract :
This paper describes the experiment of mu-rhythm application using BCI2000 and Emotiv. Experiment uses 1-D cursor task application as biofeedback. Autoregressive (AR) and Linier Classifier are used as pattern recognition algorithm in the system. In order to test the application, experiment uses 3 subjects for testing. As result, subjects can move the ball to the target with average accuracy about 76%. The purpose of this experimet is understanding the mu-rhythm brainwave in realtime application. Hence, this experiment can give overview about the brainwave by recognizing the characteristics of the mu-rhythm and knowing how to utilize this.
Keywords :
autoregressive processes; pattern classification; 1D cursor task application; BCI2000; Emotiv; autoregressive classifier; biofeedback; linier classifier; mu-rhythm application; pattern recognition; Biological control systems; Brain-computer interfaces; Electrodes; Electroencephalography; Mathematical model; Rhythm; Training; BCI2000; Emotiv; Mu-rhythm; autoregressive; linier classifier;
Conference_Titel :
System Engineering and Technology (ICSET), 2014 IEEE 4th International Conference on
Print_ISBN :
978-1-4799-7188-6
DOI :
10.1109/ICSEngT.2014.7111791