2008 IEEE/RSJ International Conference on Intelligent Robots and Systems 2008
DOI: 10.1109/iros.2008.4651192
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Contact force estimation for backdrivable robotic manipulators with coupled friction

Abstract: A hybrid model/learning-based dynamic equation has been developed for robots in order to take advantage of the attractive features of both techniques. The regular dynamic equation is used to model the ideal behavior, while wavelets are used to learn the joint friction. The friction may be coupled, such that it is a function of the velocity of multiple joints. Furthermore, a system identification method has been designed to improve contact force estimation, using manual hand excitation in addition to motor exci… Show more

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Cited by 15 publications
(4 citation statements)
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“…In the simulations, the presented control scheme is applied to a haptic system model including two Geomagic Touch haptic interfaces [29]. The environment is assumed to have a linear model with stiffness and damping as Ke=10$K_{\rm e}=10$, Be=2$B_{\rm e}=2$.…”
Section: Resultsmentioning
confidence: 99%
“…In the simulations, the presented control scheme is applied to a haptic system model including two Geomagic Touch haptic interfaces [29]. The environment is assumed to have a linear model with stiffness and damping as Ke=10$K_{\rm e}=10$, Be=2$B_{\rm e}=2$.…”
Section: Resultsmentioning
confidence: 99%
“…Note that c i = cos(q i ), s i = sin(q i ), c 2.i = cos(2q i ), and s 2.i = sin(2q i ). The inertia matrix of the PHANToM robot, assuming q 2 = 0, is (Naerum et al, 2008):…”
Section: Methodsmentioning
confidence: 99%
“…However, their method was based on an assumption that the dynamic wrench is negligible and complete gravity compensation is possible. A hybrid model/learning‐based dynamic equation of a robot was presented in order to draw upon the best features of both model‐ and learning‐based techniques23 because, with accurate knowledge of the dynamics of the robot, interaction forces can be estimated, which makes proper system identification a crucial step to success. It was shown that manual excitation can improve contact force estimation.…”
Section: Introductionmentioning
confidence: 99%