Title :
Online remote control of a robotic hand configurations using sEMG signals on a forearm
Author :
Lee, HanJin ; Kim, Sin-Jung ; Kim, Keehoon ; Park, Myoung Soo ; Kim, Sung-Kyun ; Jong Hyeon Park ; Oh, Sang-Rok
Author_Institution :
Korea Inst. of Sci. & Technoloy (KIST), Seoul, South Korea
Abstract :
This study presents an online remote control of a robotic hand using sEMG signals on a forearm. Eight skin surface electrodes were mounted on a forearm to detect the sEMG signals that correspond to four hand configurations and rest condition. In order to enhance learning speed and performance of the classifier, a supervised feature extraction method and a fast learning classifier were proposed. The hand configurations classified from the sEMG signals were delivered to a remote side robot hand via TCP-IP protocols. The demonstration verified that human could control the remote side robot hand in real-time using his or her sEMG signals with less than 50 seconds recorded training data.
Keywords :
electromyography; feature extraction; learning (artificial intelligence); manipulators; prosthetics; transport protocols; TCP-IP protocols; fast learning classifier; forearm; online remote control; remote side robot hand; robotic hand configurations; sEMG signals; skin surface electrodes; supervised feature extraction method; Data acquisition; Electrodes; Feature extraction; Protocols; Robots; Training; Training data;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2011 IEEE International Conference on
Conference_Location :
Karon Beach, Phuket
Print_ISBN :
978-1-4577-2136-6
DOI :
10.1109/ROBIO.2011.6181628