A simulational comparison of intelligent control algorithms on a direct drive manipulator |
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Authors: | Ertu rul ,E. Murat |
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Affiliation: | Gebze Institute of Technology, No.101 Cayırova, Kocaeli 41400, Turkey |
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Abstract: | This paper investigates the control of nonlinear systems by neural networks and fuzzy logic. As the control methods, Gaussian neuro-fuzzy variable structure (GNFVS), feedback error learning architecture (FELA) and direct inverse modeling architecture (DIMA) are studied, and their performances are comparatively evaluated on a two degrees of freedom direct drive robotic manipulator with respect to trajectory tracking performance, computational complexity, design complexity, RMS errors, necessary training time in learning phase and payload variations. |
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Keywords: | Neural network Robotics Gaussian neuro-fuzzy variable structure Feedback error learning architecture Direct inverse modeling architecture |
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