DocumentCode :
2306111
Title :
Optimized Proportional-Integral-Derivative Control Strategies and Simulation for Lower Limb Functional Electrical Stimulation
Author :
Chengwei, Gu ; Qian, Jun
Author_Institution :
Sch. of Biomed. Eng., Southern Med. Univ., Guangzhou, China
fYear :
2011
fDate :
25-27 April 2011
Firstpage :
420
Lastpage :
423
Abstract :
The aim of this paper was to propose a new control method of lower limb functional electrical stimulation (FES). Most traditional FES systems are controlled by open-loop pattern or feed for word pattern, here we presented a proportional-integral-derivative (PID) controller which was a closed-loop feedback controller and the parameters were optimized by back-propagation (BP) artificial neural network. Due to the nonlinear and time-varying characteristics of muscle and joint in FES, a novel musculoskeletal model was employed and the control algorithm was tested via simulation experiments. The control effect was evaluated by the position deviation between the target angle and real-time measured angle of knee joint. The results validated that the BP-PID controller performed fast and accurate in simulation tests.
Keywords :
backpropagation; closed loop systems; feedback; neural nets; neuromuscular stimulation; nonlinear control systems; open loop systems; prosthetics; three-term control; time-varying systems; FES systems; PID control; artificial neural network; backpropagation; closed-loop feedback controller; knee joint; lower limb functional electrical stimulation; musculoskeletal model; nonlinear characteristics; open-loop control systems; optimized proportional-integral-derivative control strategies; position deviation; simulation; target angle; time-varying characteristics; Artificial neural networks; Joining processes; Joints; Knee; Mathematical model; Muscles; Neuromuscular stimulation; back-propagation (BP) artificial neural network; functional electrical stimulation (FES); optimal control; proportional-integral-derivative (PID); simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Computing (ICIC), 2011 Fourth International Conference on
Conference_Location :
Phuket Island
Print_ISBN :
978-1-61284-688-0
Type :
conf
DOI :
10.1109/ICIC.2011.91
Filename :
5954594
Link To Document :
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