DocumentCode :
2594938
Title :
Robotic arm controller using muscular contraction classification based on independent component analysis
Author :
Chanwimalueang, T. ; Sueaseenak, D. ; Laoopugsin, N. ; Pintavirooj, C.
Author_Institution :
Fac. of Eng., Srinakharinwirot Univ., Nakhon Nayok
Volume :
2
fYear :
2008
fDate :
14-17 May 2008
Firstpage :
641
Lastpage :
644
Abstract :
We develop a multi-channel electromyogram acquisition system base on the programmable system on chip (PSOC) microcontroller to control robotic arm. The array of 4x4 surface electrodes which invents from the low-cost EKG electrodes is used as the input sensor. B-spline interpolation technique has been utilized to map the EMG signal on the muscle surface. The topological mapping of the EMG is then analyzed to classify the pattern of muscle contraction. The proposed system was successfully demonstrated to record EMG data and its surface mapping. The muscular-contraction classification of mapping is then applied using independent component analysis. The classification result is then applied to control the movement of the robotic arm.
Keywords :
electromyography; independent component analysis; interpolation; medical robotics; medical signal processing; microcontrollers; programmable controllers; splines (mathematics); system-on-chip; B-spline interpolation technique; EKG electrode; EMG signal; independent component analysis; multi-channel electromyogram acquisition system; muscular contraction classification; programmable system on chip microcontroller; robotic arm controller; Control systems; Electrodes; Electromyography; Independent component analysis; Microcontrollers; Muscles; Robot control; Robot sensing systems; Sensor arrays; System-on-a-chip; EMG; ICA; PCA; ROBOTIC ARM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, 2008. ECTI-CON 2008. 5th International Conference on
Conference_Location :
Krabi
Print_ISBN :
978-1-4244-2101-5
Electronic_ISBN :
978-1-4244-2102-2
Type :
conf
DOI :
10.1109/ECTICON.2008.4600515
Filename :
4600515
Link To Document :
بازگشت