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Genetic Feedforward-Feedback Controller for Functional Electrical Stimulation Control of Elbow Joint Angle
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نویسنده
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Hesam Shariati N. ,Maleki A. ,Fallah A.
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منبع
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journal of biomedical physics and engineering - 2012 - دوره : 2 - شماره : 1 - صفحه:16 -26
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چکیده
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Background: functional electrical stimulation (fes) is the most commonly usedsystem for restoring functions after spinal cord injury (sci).objective: in this study we investigated feedback pid and feedforward-feedbackp-pid controllers for regulating the elbow joint angle.methods: the controllers were tuned based on a nonlinear muculoskeletal modelcontaining two links, one joint with one degree of freedom and two muscles in thesagittal plane that was simulated in matlab using sim mechanics and simulinktoolboxes. the first tune of the pid and p-pid controllers was done by trial anderror. then, the coefficients were optimized by genetic algorithm (ga). for checkingthe robustness of the controllers, we compared the amount of rise time, settlingtime, maximum overshoot and steady state error under three conditions: the first waswhen the initial angle of the joint was fixed and only the desired angles changed; thesecond was with a fixed step as input and various initial angles; and the last conditionwas with different maximum forces for muscle.results: genetic controllers had better performance than the trial and error tunedcontrollers. the amounts of settling time were not so different for the controllers incondition 1 but had more variations in condition 2 and had really better results ingenetic p-pid in condition 3. the overshoot was pretty less in pids than in p-pidsand the steady state error was almost zero for all of the controllers.conclusion: genetic controllers had a better performance than the trial and errortuned controllers. the rise time was much less in p-pids than in pids.
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کلیدواژه
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Functional electrical stimulation
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آدرس
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amirkabir university of technology, ایران, semnan university, ایران, amirkabir university of technology, ایران
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Authors
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