2012
DOI: 10.5772/45818
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Closed-Loop Dynamic Parameter Identification of Robot Manipulators Using Modified Fourier Series

Abstract: This paper concerns the problem of dynamic parameter identification of robot manipulators and proposes a closed-loop identification procedure using modified Fourier series (MFS) as exciting trajectories. First, a static continuous friction model is involved to model joint friction for realizable friction compensation in controller design. Second, MFS satisfying the boundary conditions are firstly designed as periodic exciting trajectories. To minimize the sensitivity to measurement noise, the coefficients of M… Show more

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Cited by 59 publications
(33 citation statements)
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“…(12). In other words, the phase shift due to viscous friction that leads to an inaccurate identification result mainly attributed to Eq.…”
Section: New Identification Principlementioning
confidence: 99%
See 1 more Smart Citation
“…(12). In other words, the phase shift due to viscous friction that leads to an inaccurate identification result mainly attributed to Eq.…”
Section: New Identification Principlementioning
confidence: 99%
“…11 Sometimes, to overcome the sensitivity to measurement noise, the maximum-likelihood estimator is used to incorporate the measured noise with its statistical characteristics of random measurement error. 12,13 However, when using a linear estimator, friction is modeled with a simple linear model that ignores the dry friction term. To identify the accurate dynamic and friction parameters of a parallel manipulator with actuation redundancy, a nonlinear friction model is constructed for the joints to obtain an adequate dynamic model, and the weighted-least-squares estimator was applied in Ref.…”
Section: Introductionmentioning
confidence: 99%
“…The condition number of the observation matrix represents the upper bound for input/output error. It directly affects the convergence rate and noise immunity of the identification experiment [32]. This optimization problem can be solved using genetic algorithm (GA).…”
Section: Hybrid-activated Torquementioning
confidence: 99%
“…Define the positive function V = 1/2 s 2 , and according to (17) and (18), the derivative of V can be obtained as…”
Section: Fuzzy Adaptive Control Designmentioning
confidence: 99%
“…In [15], a novel teleoperation control combining with NNs and wave variable is proposed to guarantee the stability of the closed-loop systems. For the unknown parameters of robotic systems, adaptive estimation design methods are developed in [16,17]. For uncertain multiagent systems, adaptive NN synchronization controls by using the information of the neighboring agents are established in [18].…”
Section: Introductionmentioning
confidence: 99%