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Inverse Kinematics as Low-Rank Euclidean Distance Matrix Completion (CROSBI ID 711031)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Marić, Filip ; Giamou, Matthew ; Petrović, Ivan ; Kelly, Jonathan Inverse Kinematics as Low-Rank Euclidean Distance Matrix Completion // Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS’20) Workshop on Bringing Geometric Methods to Robot Learning, Optimization and Control. Las Vegas (NV), 2020

Podaci o odgovornosti

Marić, Filip ; Giamou, Matthew ; Petrović, Ivan ; Kelly, Jonathan

engleski

Inverse Kinematics as Low-Rank Euclidean Distance Matrix Completion

The majority of inverse kinematics (IK) algorithms search for solutions in a configuration space defined by joint angles. However, the kinematics of many robots can also be described in terms of distances between rigidly-attached points, which collectively form a Euclidean distance matrix. This alternative geometric description of the kinematics reveals an elegant equivalence between IK and the problem of low-rank matrix completion. We use this connection to implement a novel Riemannian optimization-based solution to IK for various articulated robots with symmetric joint angle constraints.

Inverse Kinematics, Distance Geometry

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Podaci o prilogu

09196704

2020.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS’20) Workshop on Bringing Geometric Methods to Robot Learning, Optimization and Control

Las Vegas (NV):

Podaci o skupu

IROS 2020 Workshop on Bringing Geometric Methods to Robot Learning, Optimization and Control (IROS’20)

predavanje

29.10.2020-29.10.2020

Las Vegas (NV), Sjedinjene Američke Države

Povezanost rada

Elektrotehnika, Računarstvo, Temeljne tehničke znanosti

Poveznice