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Mechatronic systems have increasingly high performance requirements for motion control. The low-frequency contribution of the flexible dynamics, i.e. the compliance, should be compensated for by means of snap feedforward to achieve high accuracy. Position-dependent compliance, which often occurs in motion systems, requires the snap feedforward parameter to be modeled as a function of position. Position-dependent compliance is compensated for by using a Gaussian process to model the snap feedforward parameter as a continuous function of position. A simulation of a flexible beam shows that a significant performance increase is achieved when using the Gaussian process snap feedforward parameter to compensate for position-dependent compliance.
To appear in: 2022 IEEE American Control Conference. arXiv admin note: text overlap with arXiv:2201.07511
Gaussian processes, Systems and Control (eess.SY), Mechatronics, Electrical Engineering and Systems Science - Systems and Control, Dynamics, Feedforward systems, FOS: Electrical engineering, electronic engineering, information engineering, Training, MIMO communication, Gaussian Processes, Snap Feedforward, Motion control
Gaussian processes, Systems and Control (eess.SY), Mechatronics, Electrical Engineering and Systems Science - Systems and Control, Dynamics, Feedforward systems, FOS: Electrical engineering, electronic engineering, information engineering, Training, MIMO communication, Gaussian Processes, Snap Feedforward, Motion control
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