Title :
Optimal tracking of a sEMG based force model for a prosthetic hand
Author :
Potluri, Chandrasekhar ; Anugolu, Madhavi ; Yihun, Yimesker ; Jensen, Alex ; Chiu, Steve ; Schoen, Marco P. ; Naid, D. Subbaram
Author_Institution :
Meas. & Control Eng. Res. Center (MCERC), Idaho State Univ., Pocatello, ID, USA
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
This paper presents a surface electromyographic (sEMG)-based, optimal control strategy for a prosthetic hand. System Identification (SI) is used to obtain the dynamic relation between the sEMG and the corresponding skeletal muscle force. The input sEMG signal is preprocessed using a Half-Gaussian filter and fed to a fusion-based Multiple Input Single Output (MISO) skeletal muscle force model. This MISO system model provides the estimated finger forces to be produced as input to the prosthetic hand. Optimal tracking method has been applied to track the estimated force profile of the Fusion based sEMG-force model. The simulation results show good agreement between reference force profile and the actual force.
Keywords :
artificial limbs; biomechanics; electromyography; filtering theory; medical control systems; medical signal processing; MISO system model; finger forces; fusion based MISO skeletal muscle force model; half Gaussian filter; input sEMG signal; multiple input single output skeletal muscle force model; prosthetic hand optimal control strategy; sEMG based force model optimal tracking; surface electromyography; system identification; Educational institutions; Force; Mathematical model; Prosthetic hand; Robot sensing systems; USA Councils; Computer Simulation; Electromyography; Feedback, Physiological; Humans; Joint Prosthesis; Male; Man-Machine Systems; Models, Biological; Muscle Contraction; Muscle Strength; Muscle, Skeletal; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6090464