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Modeling, Identification and Control
Article . 1993 . Peer-reviewed
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Modeling, Identification and Control
Article
License: CC BY
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Journal of Robotic Systems
Article . 1992 . Peer-reviewed
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zbMATH Open
Article . 1992
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DBLP
Article . 1992
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Frequency domain synthesis of trajectory learning controllers for robot manipulators

Authors: Tom Kavli;

Frequency domain synthesis of trajectory learning controllers for robot manipulators

Abstract

AbstractTrajectory learning control is a method for generating near to optimal feedforward control for systems that are controlled along a reference trajectory in repeated cycles. Iterative refinements of a stored feedforward control sequence corresponding to one cycle of the control trajectory is computed based upon the recorded trajectory error from the previous cycle. Several learning operators have been proposed in earlier work, and convergence proofs are developed for certain classes of systems, but no satisfactory method for design and analysis of learning operators under the presence of uncertainties in the system model have been presented. This article presents frequency domain methods for analyzing the convergence properties and performance of the learning controller when the amplitude and phase of the system transfer function is assumed to be within specified windows. Experimental results with an industrial robot manipulator confirm the theoretical results.

Keywords

Controllability, observability, and system structure, Electronic computers. Computer science, Learning and adaptive systems in artificial intelligence, QA75.5-76.95

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
49
Top 10%
Top 1%
Average
Published in a Diamond OA journal