Damping Ratio Prediction for Redundant Cartesian Impedance-Controlled Robots Using Machine Learning Techniques

نویسندگان

چکیده

Implementing impedance control in Cartesian task space or directly at the joint level is a popular option for achieving desired compliance behavior robotic manipulators performing tasks. The damping ratio an important criterion modulating dynamic response; however, tuning selecting this parameter not easy, and can be even more complicated cases where system cannot solved level. Our study proposes novel methodology calculating local optimal value supports it with results obtained from five different scenarios. We carried out 162 experiments values of inertia, stiffness, matrices each experiment. Then, data preprocessing was to select most significant variables using criteria, reducing seventeen initial only three. Finally, were calculated (predicted) automatic regression tools. In particular, five-fold cross-validation used obtain generalized model assess forecasting performance. show promising capable predicting parameters manipulation

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ژورنال

عنوان ژورنال: Mathematics

سال: 2023

ISSN: ['2227-7390']

DOI: https://doi.org/10.3390/math11041021