Publication: Robotic arm controller using muscular contraction classification based on independent component analysis
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Issued Date
2008
Resource Type
File Type
application/pdf
Other identifier(s)
2-s2.0-52949131908
Rights Holder(s)
Scopus
Bibliographic Citation
5th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, ECTI-CON 2008. Vol 2, (2008), p.641-644
Suggested Citation
Chanwimalueang T., Sueaseenak D., Laoopugsin N., Pintavirooj C. Robotic arm controller using muscular contraction classification based on independent component analysis. 5th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, ECTI-CON 2008. Vol 2, (2008), p.641-644. doi:10.1109/ECTICON.2008.4600515 Retrieved from: https://hdl.handle.net/20.500.14740/3882
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 4 × 4 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. © 2008 IEEE.
Subject(s)
Classification (of information)
Conformal mapping
Electrodes
Information technology
Metallizing
Muscle
Robotic arms
Robotics
Robots
Shrinkage
Splines
Technology
Technology transfer
Telecommunication systems
Acquisition systems
B-spline interpolation technique
Electromyogram
EMG
EMG signals
ICA
Independent components
Input sensor
International conferences
Micro-controller
Multi channels
Muscle contractions
Muscular contraction
PCA
Programmable system-on-chip
Robotic Arm
Surface electrodes
Surface mapping
Topological mapping
Independent component analysis
Conformal mapping
Electrodes
Information technology
Metallizing
Muscle
Robotic arms
Robotics
Robots
Shrinkage
Splines
Technology
Technology transfer
Telecommunication systems
Acquisition systems
B-spline interpolation technique
Electromyogram
EMG
EMG signals
ICA
Independent components
Input sensor
International conferences
Micro-controller
Multi channels
Muscle contractions
Muscular contraction
PCA
Programmable system-on-chip
Robotic Arm
Surface electrodes
Surface mapping
Topological mapping
Independent component analysis
